{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/sda1/yxy_project/CLAM2024/visualization\n",
      "/mnt/sda1/yxy_project/CLAM2024\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "# 获取当前工作目录\n",
    "current_path = os.getcwd()\n",
    "\n",
    "# 输出当前路径\n",
    "print(current_path)\n",
    "# 回退到上上一级目录\n",
    "# 切换到上上级目录\n",
    "os.chdir(os.path.abspath(os.path.join(current_path, '../')))\n",
    "print(os.getcwd())\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2025-07-18T19:41:05.016053Z",
     "end_time": "2025-07-18T19:41:05.065571Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "start_time": "2025-07-19T00:22:26.054149Z",
     "end_time": "2025-07-19T00:22:26.265980Z"
    }
   },
   "outputs": [],
   "source": [
    "import h5py\n",
    "import openslide\n",
    "import torch\n",
    "import pandas as pd\n",
    "from visualization.prototype_visualization_utils import get_panther_encoder, visualize_categorical_heatmap, get_mixture_plot, get_default_cmap,get_pis\n",
    "\n",
    "import sys\n",
    "sys.path.append('../')\n",
    "from dataset_modules.KFB_slide import KFB_Slide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "start_time": "2025-07-19T00:22:29.155271Z",
     "end_time": "2025-07-19T00:22:29.331487Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Init Model... /mnt/sda1/yxy_project/CLAM2024/cluster/proto/MSI_EXT_HCH_1e5_c16/0/prototypes_faiss_num_100000.pkl\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "### Loading PANTHER Encoder\n",
    "panther_encoder = get_panther_encoder(cur=0,in_dim=1024, p=16, n_classes=3,dropout=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "start_time": "2025-07-19T00:22:32.567374Z",
     "end_time": "2025-07-19T00:22:33.935899Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/sda2/WSI/HCH/HCH-MSI-H/1604307-13#.kfb\n",
      "torch.Size([1, 16, 2049])\n",
      "\n",
      "Creating heatmap for: \n",
      "Top Left:  (0, 0) Bottom Right:  (48008, 47046)\n",
      "Width: 750, Height: 735\n",
      "Original Patch Size / Scaled Patch Size: (256, 256) / [4 4]\n",
      "vis_level:  5\n",
      "downsample:  64\n",
      "region_size:  (750, 735)\n",
      "total of 21119 patches\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████| 21119/21119 [00:00<00:00, 40829.46it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": "<PIL.Image.Image image mode=RGB size=187x183>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAALsAAAC3CAIAAADFMLhGAADIs0lEQVR4Acz9B7clyXHnCYaOuFo8kTqrsnQVgIIkBAmCAKiJZvd0o3u3d3r3bJ/+Snt2z545c05P98xON5skSBAgCYAAARCEIkCC0FWVWVmp86mrdcj9/T3eu/nyZWYJAJzpyJf3xo1wYW5mbmZubu5uv/zyT62jqygKbm3b5sZe39h2zk+bB1b5vEzOk/I5L5TRJDgq6fBb6R/2vHx94m1ZTln7YQIDA6Uff1gWqBrf9HWiojeZ73ilbyYLtXA5jvNgYp6XYD/4qnxCY4TfE5chBM8e8sqkpMw8hwiqtETHiZRKQNXHSEk+0q/ref02ljCX6dd5vHVmbtb5uSnrLr+PfinBcZjWv7hZl3iiwOM/T9yvs594vv65TlBi/BD0Yw1ep3z9m3U5r5/sxNvjmD3x6sRPyCYMGMBKUMsa1yW8GQBA4Jq0lH+YxeD7OM6PV33YY0lakuUYX5Zg3CtnXeCxm7Kow7zHy73//kSC+zjmeAUP5YB1UcffHr9fJ/iZbw7xbvJDhHU5a+zryZEUpMOAZjt38mMcexy/9/KTaV2Wsplijj05vD2i0H3VPZjs/idruUKu8v6w/KP+da+0Y+VDCT0v27JOeUTR45Afvz9e85qWhwkoav36+P2x9pKASu/LaIQQ+dZ5129LjK2fl2Wf5Jh1jf8939wjANyS5/FiEdUqWZatKVcCr65vdESJguMcUyY4/qTE43HslLkOnx9heY3uYzAcoor0XDznyi3LPaJZ+bxMtC6fhzxR+iMWOSzlZ/qixrLAR+VeJyhrXSc7BGL9+/hNKTINJx0v/C1wjJrHZVpY4rqEwzw7XtUv7H6NX0o8rPFY2UdvbS/0eey6Lp9rCLkrtfu6tUfp7xVx35MjAqsQ/q9/ljfHft7Lf9QvS9jK5zIrTP68sI6bNMfrKu+P5zpe5qPuy/SUT4KyUWucrNtY5l0/f1RRb+r5kTg8kVgcU7LC8Vpp9PGfJ/L8Yn+WCD5RZmkZOCUT5PTYe5cociT8aVReSLh4Htx8mKyE/P8w+NeQHdZoKLp++DPf0MaHNuGhD++rBQCOdNz6+TpXlueOA0eVTLV+/xZuvLKsdYll1hM/T5RHY3iyTsNN+eREstf/edQPGFkcdr/CEsl57tiO7bqUuRjPC6uIqhUXjrDgIpOA+mzHoEXV2pbr+wgU4OHhPd46LPT1gfg53q5bLXCOleNoeIJ8Ket/yLjpWNrDWwYzTm7lGGTH3t1f6voFSdapqOJhrTwSh2W64ym4P1Lch+UY0h1Psq7oxA3giFJg+C1opRNl/Pw/qf8Is/cKA7LxdAJzTCfx3/z5p2bj6W/8m3+z1e0UdlGr1Wiygfu+XkRix0ElvZmW36vo5797KFF5iH4EFBr30AQP1utYdrJc2r5Lx3jw7f8BT4BTuDMAl2Df+3n0vASDzmG/8spLbx4mkdhIl/WNyUvnBjt86G35xCBLOv3oyX3fSm8elK+PGN+B9oODwX/63OeuX72bLdLZdJ7v5Y2nWu/KZ/WzjY988l+dPvcYLJWlKbnLXEXpkJD+orDD6t4kqe6D6U3/OAb5YU8tm2KrdlBfvueZ4Dn+40QNx8oh4T1VYp6fLIe8x58fkVhMSb1Cp0SsqKCKj9DODZc4+OhJCQOZeFJiqXxV3p+A8KE/34Bj1uWWmR9R+n0cY+oupfGb4hjSz6bTNE1QL/Eq+atP/eG3dkfj/UVwYDWcxiieZoyet9x35cPmk+d+/d/8XzqddlStIlSQkDDNcrbwA9/xZPZaRq+VoL55FJTp3/znMUpzSz2lUoZoD+EYij2W/r5KXvd5yTEqcM15piIenMT2mmPKlMdJxj2dcD0mKEHl8z44zI8TlD3x83j6t8Yx65xHYB3qafOTDzG4AYsPwHoUx5g2l1aL7ffH/a9+9k/37+68lkXTRT7uDVzPb+xFbuqM8mnBMIgxcmDZT/QavY1Op3PxtPXx3/1Es7tZrdbARZakwoisOVk6R+IKTGPTqOetYT7OT8ceHqcohfBHK0xDTCLd3X+ppjKFEpe/9OBNcMwj05dUNAg8rF0larR1aCOWCVTxL/oytHsLtbwBx7wRePc45n566Lnpe/ch/Ag4YdkVgovRcPyf/uKvfvzjy9Yqm8ziqOoWq8zqObxNEhk5zinXGqX2Uz3rZsd5fJSHKXbx25LtjXbro5/4ZKvTsTJpqFqjgRFQsmwJs+EYFQCuj57LM1u+Pf5ZPjKAlhQ9pNmx58eTP8hh5du3xjGqqYTrUGaoNgOnan8onPcBYRK/yWRkLJFwIv0RWk4U/PCf67w/J8ccln6s7kMeMiBmxyrX8zIZJGdIPJ1NV0n85T/74y/99E5vnLRnUTZPn6qMbmx0lrtF1izcgVXEuRdZxdM9qyJBgsiyXcdKc9fny948eLxWrW405rVa+Cuf+GederdRbeCyUxpdSBzEzCE8/IZC5vnrfJQcU+KXvOv0h89NzpIzyncPPpc2MW0X1UsOOCZ7Sl5c18L7w2RHiQ9h4+frQPnzvCprfGgJBtr73jwUjH8qjjE1H451DSiiHCQEiMl8tlzG//tf/tXt8Y/ms3HuZZNbLTf13YM03w4wSOKrC2iNpeJatvvCIA+XTiQvQLrKXM/NMOUYjrroIQce9HzHr3iB5z+3OvWbv/+vW80uw1vh27bqjcbPxjEG+JK65vYh2uckx4gL4BD1CiAVr/CpzLoxCDCjU8OFSmsS8HHIMWU1fB7mWv/+xd0YIO4r7vXrKmG7L4P58XCOeVTqB/ObJ7JLiiIzENzr07zi6ZG2cuSksK3xePAfP/P5y5dvrZLUvhEvZsv6e+araaeIvSK6nS82X+jPrk6DReH6YNP1cj+znz0oIjlrKK3kOWkaGMa2fRjMc7CXeF5keb1e3+xf2IhWoe9Wq+Gv/d7/cOrcefGOoW9JUZFVtDwO5yFnm5SGzGrV68uSkxxDBspXvnuXOMNU/Saf38v56LtHlfmoHA9PDyZfn10eVRzPbaIdfubMR+WKY9accfRQ34bGsjOgkmu7vdHwS3/8R195+c4MdeM57Z1qvzqzx5mV2p1q200hO1nyg9UI/7pTOJmfW8/2rCgj/2EjVZGhVin9HQum8TEPLSuDpdBbSKfcrl/d3giXZy9t/86//TfNVrtaa6Cs8tzYyHCq5+WipS7T9kdzzKG0oIFlcj5PchIlmOaT4gQZHk4tw0YnZUxJgsM2rqt6yM2jynxIUvPoraZ/VDn3nstafCjHvNXnR0WW2FcPpgS6vuN4orBt7Q/2/9//+dNXXr1mF8gH1/EdnHIb4xp4dn07XiaDfNZyqsN4hghg4Jx5qf38sAhS0YiLh4Aqf7BiQcQZemyncUZ5WDaua5MUry/clTvFcFnp/8O4t/s/X3x669f+2b88c/a86i2cwvcMOMpMgSr5EZfelQyqTwPDw1KWiCLJA7YHuR4sv3xSvgLxpg1HOR9KiPvrJOMjIbk/ZfmrrOghb5hoMUKxhGedgML5e2Qu0nmGqIcEXkNcorL8XD8k9aOeryssb8pk5f1kPMqzbJXl//HL/+nm7sBKXCuwN3u1QXM5SKdpkmx4zYPVHPliI12sMfaJ1Jef2s/1ihBlpHZhmMgBQ5pyGE3RR7j2MGo8yYAcA6ew0kw++uGFu5TTun7q9l0nXtxOk0/9xr/85Jkz50kBPx1v0QnIy58kWHMAOaiKnw+9ThSl4gXaQ4hqyinpoZLQqTQHX8Dxgo/SPLSq8uFDSn6d1I94pXoMMQ8546EAPyKv5XHxrmzqOtG6iBPP1wmObkpWu29MVGYRI7oePf5rf/mZG1evv1adDtNJeMoqbrSSmo+g2OhVDuI423AOBmM7w6yALDYNge42TvZnDqwKAsPIE7GJ8EulaCvR0vQDKCkphkuT5qOLqDin4zhEy5AozbPJxb3OtbOjSe3HP565/p/883/37+uNpnKIroeU4v5B+pYJzKca+ih2MWjDegMJh4QEbyYXP0WSdS1H6Cqfl7/gcURmCcf6uXJTxlH6N//9+jU+CMlDSi7buyb9Q1KYR4cTGY9K96jn5KWCEtdHaFJ5Za2wi6aHhsPVcjkaTr97a5EOgvA5D28K2iPbTfftQddvIBm8nvo8aHKCImdoxD/un2E4XWDJIFJMLaBDPbc0eLOUOBgcvnrFjYbciVgEjjKY1odS2q6ehgUe43gWD3enk9EQjjkOrYp909ejM5aNPiyIZA8t8vhz0yjkKMA/mPYhjx5M9It4cggRwBh4BPZxIB9VxaHlu87zqHTr56Rc358YcUA1KJ6nHpJgODz467/4s97u/pWlt783RS1ZnhUOnWKRY8dCdRIlGKuWolgyJ2MUjYVrepjppkbJYgEhQJLcZo7e81wjZWBTiSJkkfgL8hgCufhgcisjndHPcJon7Va4hVu/sZVndqURPnep/tuf/Fenzl8Qr5lWmG+c6JKU5qIsU5x+0MzDlqpGVVvKj3vPTWI9V2qlUHpzc1jI8XsVqcL5O16CeXz0XAgkxT2eezB9+aTMdbyc139+POXxGh9VzoPpy5T6fHi0w733D6Dg+Kv1PagxiIBSClUZjPpf+rNPfeVHd3M/iLMFfhi/b2VtO06ywLPzmERumuZwBbII2WzjdKmk8q+ATSNXCGATP2CqSrKYUEjhkXqoyWgvU6WxA+AfO2VuUkTFppZFV/IRDyhg/NgOPr2l5X7/R9vZ6r/+7r/7t6fPXViXZUi4bsejbiiRHKKl4elDtjD3em5gOcxbpix/HL8/fP26X281/esW9k/1ct29HlnB8WYcv19nAF+oIQRARr8v7OGo/4U//ONvDH+83FkuBqs0kWgofNvt5+6Wn5/zgho2LEwgCxcieK7j4azDJSdtInJzz6d0iiftI9ZRdCZ38I8SkApBxZNcQ2rVriGSmE9FpoRYZVmMwCnyBHlG9bzlJi6uvnT7c//lv+zcukGxMFmWpRS2bsjDbnh7fGh9L0nJJeaTOteX0h/9ParkMs2j3q6L+oXcACCCV4OC8vpZC70H88M4BnS+iWudqkS6AMqtwWD/c//tD7/24+vLpevLUQL97TQp0raVbDn5Xlosi2zbtyNTrysGkFAxNgi1ivb8opUpdMbaLaSoXPEHXEdhEhokU91iJMQLkko/uFch4h7eakzFIMp2UlI6TszDLHejYp53bl09+Oqff3oxn/lB4Ps+Gd9EW++TIqQvc5VZ7VXpuvw5SfJmoHhraUSQPE8SuqyuQ/jWZHtrhd1LfZJjhPckgxzHL3S06TfHn8EMdD5dPBXhRUj7rz/72a//eKfYXqQ/rcVz1xoUTmL7M8feyYpdwM+Lncy6ndkbnsWASdWI8PqiHL5FeEpD1ggw+AbRQ1t5AL/oj2SGp0w+k9X0H+SJ8dMoJa/IRUrJoDRPM9hG3DR7Yj+oefO4Me5Nh4Mez0rgj7fqde5JbNIffR/KEiv3SxzSDLXEpCk/hTSDuhOliufpACee/hP8FCwgby3zDkH82WtSi05yjEgVGp/bsXKFCXPBqgh7bqEBkp+f5T3In04m/Z2dH+3Hs55lXdlw0oC0ZPT2cqsBCe2Akm0L6qWYM7cTS8NSO3NgohzNJHGTYaAQnqAIRo22De2pWP3DcJb0jEQNrCk1wyeaBaxAeSrimxJ5TlliEfOc5Hg8/NS3M99NXVRdp7MYjke4nndu3YTry3Y97PN1Xh0mL5kDgM0NHw9lAj3nelgV/9TP1ASZer/Q2teja5hA5asR0ONhVylpoDspAQJQSGV6FTR1v/GFP3/1x5d7c98+a8WMaIduCLHTDI3gH1iMd6A04yMsEd9xMCGSTNOK4YuT7Gpd9KawBFXiGAVEU3mmy4yndGOaDYjCgjhDj2AGCRKiHfllwIblFHImvqe8OEU3eYVTu7UJ52zWl1MvvdwZeb6V3En/4o//629/8n88d14TTzRAdRgGoqLy5mE4eMiz4/QoSbN+sr6hilLYGHSZFqgdazbipmwaYK/vleJnu8hZFi1pLcGtP66yxPLVz1YyiBJmuSChae3DSzvW8jK56FXekQtsj4f7vb3xT/pWfOC4tWFupaswKzzFQnkBfhEjMCQduIqqXSE/M4gMgK2V471tnIVYqITMkMIwo9EXJTeIjKgkAxe3h5AgZgyNVRyv4B1mrTT+SvmV4LDxkSZwkh0EXu7ao8d2Bxduv9zp3dm8sYgX82V8uTn8+uTyH/zBZ27f3qUp8NxRc0xNBs7yyc/8+SDS1kWtsbd+8ou7EQKFHEoUo9B3dP1sNT7YBBVYwqp+qUrA130Chjzra90qAFrfAxVzil/7/Oe/cWW/SD3Ljq3LXeemE/XsIi4YjRQpXdbyKjm6jpnFplcbpXOMscRJmBlIrjSyucwg2SjiIHESbaUKjF6MGgkLdU+pHq6yXuBWsEPZkXSvVDiQUW4MumjUfBozQ+mF3oqxWpoikcIgCAFUjdRylSRhxYp9Of3hf/tf/uS16zcGB/tHZasGU5HQ8ZYuMjw0z/HnZRMeKJ8kavUjqlu/Jd+aoUlbyq3juXhLClmE3IFMg6KSWCpfrx9Rh6l9DcNhjSWf3V9pqYYeWYpekO04i5T36ydYlnv7wx/20njsBBem7nN920uLDKNVVo5ag/7C739huLIT69n+pHqQ+yu7krsvDPN6bD/bLyKZJ2VL4AtcNNit4gFaLDtWIGC2qJuACJIaScO9gc0KQjesBMkKfwz+QxtuUI22tVwkq3kC9wQmplOGD1ngXVjSsX18z0QHh+7Ozs7/9v/6oz//wz/YvXOLzqnaXve6j2Svm7J8+aj0xso6ST5xhDKUn4elm2dKuS5q/cQ8PFmIwZNB22EBprh15qOHb/67RHWZnvtDaXyUHy7juoe4MjVzT6YlekcvXkPMDVT4gy988eqNW1kz9y9vW3myyhlryaXLmBh/3Qq+Ibb7pW7hSWgUz41Fu1Krw154yjPTIfDP4ojDMiG93DFGivCVyVKRFaxhMqNlDCLZGcKTJI+t8XdehLWASWzkENPYYAvrnCkGYCuHWjAkueCYEngX/YdMIuzBKtKLu9bL9kuL2HU/8z/8u/9QqVXWnUGtfd2L5pOYMstUJ0lnnhrGfngpoqoRCOb1vdwlcUuEqw3l6yOSl8+V9fAJCWg3jTPlCTd6WeYykuOwhKMnx79Jtk5Z3pP4ddIrb8kix0t5+P1x0Lkvf8IVB3vD/Ws9hkABLrrlxE+8PBX0ag/WBnOUBCNEKTMA3gt9V5EuahMagvgEjGdSGVUify9cIWhosfkHrzCxboopsSNXVNkaWMRcVhhhRjN7UNiYzLzVJfglQihcvC+e5lmp2FS7Ru4SXfj73NizYkSiNenPJ71x72CXQh7efvOUSg8rMD+5X7PLo3IJDz/HdSz7UdtOlnaYhK+fr6qT5T7q9wkZUyY7KWnKp4B8P1DFqN/7L5//4u6rvWjliifq9nA6hUBoFg1+DfODU/vS2KrNzWga5y4DGXF2nor8WDrGvY/mKkfMIpif+LaXQNYY8UMpSqeILBvawlUIL4MbgJE8wHu7SrNVYSLDxWH6k0o0wZ2M7DIMF/kCYBSMHLSbcrnMj3jN62cK+Fu/0kl/+uO//+bG1jZLW8zYXKxGxaaqEgFlP34kBxgwlf4EV0mOvJVL1arFJy5KLnFx4vl9P03VD2S9L8nxH1RloFZt5f3xt+X9yedvVsYc5hajH/INDfjal/7q1ZevEMUtoX9u5D7brzRsz3AE5arr23bMKOx6y059yIVc0bgmlhzBJSwwJQnIrggY1g4QfMGK2PO3oyBDAlkEQfCWQiCzsWBEQHlllEf4gxGgrkST+WXwrPTiWhHcxpzC8uV5KVfADF5Ee+X6SeDBl5KxcleciQ8i13vu3R8IwlAFvrlLMKheTW6IGzXXgcT0jCnOE10yyrCcJPJ+Tr8IwL7xdQTRG6f8mVM8RMYAmvBwDELgMARQLSWOzKf9WuwvlgRjIioK60qbRJpaMqlc24uLBMoFcMkzB3aI0cCqIpmnZ3ajvTOrzDdkB90a3YjWiAwG3LkbvPbYBNOgHnsrQ3lpCgwu201ZRgAXksVhgMYqAy8jAicvGPhQK4zEKyhm0mCiIEtQigCA5pIZJLEj3naaN085Wv2CDZRjpfNy2q4QzPftL/75xv/t39fqjSOmUXcSbPe1miflc4HNH7Xs7e9beYxczQrjbKYW1olLPmqyjOf8Y/Df6W7K92guMpaYKn/CUrT/sC6DenIjF9doVwJjfh1mN3TgrZGzEp807l7J6sEMMw3o5dM3/iQ7f2R5g1wP4Zgs1hDDVg985AXS4AliGPyxuqnFMiP6splfpGLGSXU/LNy06Tf3VxMUkBNRWuHFTooC8PH9g0r0DuthIaraigjBp8IfMgC2A4BTO7Xi7Hxi5fTQRIyRMQ3EZjHcMfxpNCqnd4L9rXiWJbCGsZiNU9EoBeQQFKN8GnAoxrhDCEAnjbagBswj/jFCgAhzRAPDfbkPBahpN6+Pt9+QR0/K//39HXSd5fiTwfy//W+fLcZ3KHNhtSr5EH94rVGBaRCYtN0NNO7rbm98/F9+8tTpszLCDmvgCy4Xdfd391CbJbGYRqNqGtvZ2AI+aiRScX9n7xAuuAGUIRopJ7eiit9s1ibDYWtjU090CWrTdnOnX7/I6yEc4wTajkVQHV0lskp+p6cCDYbrnRu3JsORc8rL+4W7IH7JSUx/jTFQHHucThHDyyQuEQTs4Gb7lr+7vbp7aomkVv/XIMhQSOJBnc6eID1S7GJ616sXpyEUXwKGbBjhOTF9Tn5jF0/Pne05q+DwPSKk4iSvNyvgcjGPSQmoCDTZOEI3kgnpBY/i8sGl6OKnsZY8pxzLo2OQyg6E6VIOAZfBOoXI4jm8RAL+w8pMTty48dpff/ozk/FsuKyzJmbam+V5SAscK15aVQAYJURL0W3GxAIG+KEawXK6+tKn/ujjn/zk6VPnDGnxgEuBI0Ff/smVL//Zpw8mkfyQbtGOZhTUqLc/+LHfQVL4kT8djL7xxc/EcUJANKtzVstimLayOMWpffGJMx98/7M//cE/fvh3P1Gr+q3O5iHLHMFdfvOwFGD3Pz7+C9YUd77h9RCOeTBPCQSf5Q1F9/Z73/zcZ0cHBzZCo5rHMwS8hQJCAOA6E6KLYsWcj7tCXRzCioka4JlRlxKZNZhxlE2gyoMS+F7tJ5XJE1mxKggLx6lDLAIiQiOugqE67CWKhZk2/wC5qELEmqSVbTWqLL126O50dFkUZiLCYEBYAGyBRFFoT+6NDGM3CPVv8bczK5qNYF7CySx32cyjxgof3CdxMhr2CAybjcZ/9ak/ublLeAecPS8S5iKJ+WLUBy/L0KZg2IpesD+rhrZ1Lu6PmUBjHdbLd7703/7otz75r7fPXSDQYnfnLh1q727/j/5/nye342DA41ssBkbuZUnvpe/9f+dpw/fxi6LvBH9UdRrOEP6eJ/g9ZS/t3N75/Kdf7c2qP/rJf37+udZv/6tPYrxTNyCfoCO94I2Y5kSOh/ykF70Bx8CaJ/JpPOnYX/+rz1z+/qtZr5oQhyK1LxIiC5Eu+OBZLoRlQbhBy6uMinm69IpKTB+9u7lAH4FTyhQKJHfUNGQNk/IZ4vyJKc+6L3f3n+kxdQDqRV2i72huZmEKgL5Lk8Zr2XA2jRFAlFapBfGKdf4ZoZlSARgS9G5xiGShdLmRjbAFozQeiglx/KCBIJLMI6kuZrnmo7R72hjIUN1gGy4xWMb4UsrVMv7in/7RqzeL1TLJMJ+Z8VqpHkkdWhBmLsocMJnGzQjBQMuxbEFKZb9xygjFfDzO3JsHn/+TP/m13/1ns8nkq3/+2Tv9kM0JXHQiI/2VUElFssjQqniu86ZYmqkPpBeghi5RP6vcnjkVh17DapollmI4JYzDi2dp9o//sBd4n/rY7//LzuaWaYKwS3lqxi/ooqh7rjmD2PsKNjWp1uNXb2+X7j/eGw4XyAHaxTBVnYrQW1oax4rZJA8thBKDZCw5+3LbfteBVYdFcMERSqFsFK4ayaoREWuTQvfWth37yNpBLfNTNw+IkaGtjJkoiikENwxYkJJfrg8QThic6BfQhrd3uViRrhQtlImcBwB4F6CohRJMGxAt6nfYphjQZkSN+1A2gZDq2KO02ThYDXr71VqNQkzb1W7Badp/0B+MDhbTvYQSyG6sL7mis5AQ1Gx+tqf5zsx2EjqhnEPUj3bH5UiAilMkXhQw3t8b+gtnNfjP/ytMndLLAqeGX8r156OVZKiAFbOrFxkqC5NlW/iEnxxvmtTdyE4XqRgLsW0vGmdmN8N+6FY2drfvXL/5t1/4i0/82/8HHbtswrohphG/gI/DqM2HlmR4SOiiVq4Sj5d/+L1XfvzDvVcGy8fG2d22u2AVGo1L85VHE5ArmG2YwDyTCYAPJQWLjrfwMwLigtRLiKujU1pZBL8V/tKDO7ixr27lsbtIY6aY8lP9rcsd57Fh0ZgvHHScsQmZx4YdmSqK0xp2tRvMpstkmVSgvgIwbDw78EiSpDAvICPuYF3pIjETTCEeol4pxUbhEZY+0/QjBhAPAShd5TduF3/1qT/7rX/1+2cvXDKjDd5g4MsiefXK9T/5r5/v34hFSeMOwrDKXCurJJMLBxj+uKAmT+zZmduA76cyteAJkIA1LzQiDxaxHVChPRth29fgUYnOPGtUVv0ZVh18KQmHsCSXhodGsImBKEDxZcwW0xj+OUyM4DNA9dBzsMd26wN7ZTPZMr94EN8IZuO5UpUcR7b7LtjvUReNFXrM36PS6PnrFKHXJa9QiuEeiZIn3/nuwIluLf0ljoenh9kLu/FzO9bb9622HghOkxQVixZA3QA9hcQvN4sfbrmTqHN5o/VSc/tqJ0ohbN64VrNHjFJCBEHTroYO3lrfenVrP/eqlzetPJCkgt6avma0SeQlMw4F1F3OYpQRYobdh4xe5L0ms/iClFRKFkCBaZA9/IIgEIHfMP743O7k3A7LVKSZMArc3G4VRQ1Z5165svzcH3769o1rmLkM4OHFg/29a1dv/rf/+Nn913ZFBlpnpI7GeJ49f7wvdQxIEJDpkCKdXNhPwpi/VRSnFWMxQWh6POybpEysQ/n5cMGAtI7l5HiTvBEERRB5jMRl+1C4AtrlfsSAE+A0ibZLzBJEglawkgU2rzyftAg5o4AOvFlZPp+tUh9jwMeZybrCknz6+oVepuA3KpGWlBdc8N0vf3H3yq3o7CJBhwYawoBWup73VN/+8Xa+VIfGD8ecsZot/yw9m96DJLCSl9p3GTc+Pwk2smJu5zOv//jUfqltrYJmUGUA1bHrJB46U6a992yMn8jy55IMxpED9zFuB1h0P9WKI6AgDEGojRmow150TpiEhQfCMqwkLURmipCMQeBjRanv493x5DJkvFJrLq93x0xLdQ/OeVP/6vX4s5/+w9/7xL+uN+sMq770mT+8fHk1253QdmN7wYlIFMK03DySgBLZVCZWvMrFXp9eYiZcShPWrd/czgnTASlLOgiDbdyJSCR7ObH6HutBU3a0qHuzJKmtZoQV5WbBhDCmf6pKvRbYkWHGX4nqF77VH2gOPKMm4a3gAYImfbU+POcs79y8EVbCdmfjAcJKGJu/B9488vlhSni3zPvGHGN45TAbwK3m8WSSbozaK8tZnJ/QfMbVOHCdkG7D5i64TIqqo2VCDLbJJpYi6IleVucWQW7Zd5pWpW8TFIGqogflRcuvMXGoqQVJxrzjN/rxhHIblzuDJ3KrFTctf2zHoCdaeUsQTngur+X+kcznv5hDXR1j0+NPqNQlTSqzAM7QDT/Vahnv2Fjndxmw0LpdGG8qM3m3e7Mbn2WO4ruz2/3/9X86e3b7lz/8G/NpOtoZh7CLaKR915QUKJ18cnYP4I1IpVyZcfJGwhFaMSNCM5qaPrZLC93Eqd1lmtZy5/L/qt44WQyEWrIPvWqxXBKNKIjF2Br9qTdIUxl24aeBXtWY7qdsJCUVgm1kORVhQM8qzt8vrw7+5//psacufeJ//H/SW6iCYn+eywB5rwA4plRMJYrvveB5WRlwGINAPjF4PZuvdqaVjK2Bzg8zdMqyJaKDqGeHEv5idmtszcuCaJJCXyw3CxIbIRThYFUKRAVm7GopC7TrN4UeBtj6BEVyfLSZo7LtKaHcVzast+12Z4341HhlZxd36q9tTlABKkf2p/oYjFJiBVbA58uwC4gFLHVDRkonGZ8GfbjdMJgV/4tfUc5H9eMyPS2eXdyv390E6Feq/euzycFnBsPdJuMe2IVyqEqcEcnHnIl5BCuV08WBQNxjKEuRKD+gIg/iR0A6xfTxXfJUb2zw1Ith96xYGlEhj1FCkGJpbaUVTeRKukCWBDsP61lo4aIt8k1QIaRgxICmo5us3NrNzclTu7g2HYxoxoxxMhvOBZvxIyunudRjQIP2sT169LBv0M7jI4wCi/7UFGAyYDxSxqzzkN8wjWGg3GZGkcgS/53T+T/W46HtdxgFOM2wOnmtw+JXtKzKxSQgrFf0srJlXESppzX3CBFpZ122vVgRt+ls+k1wg/AoAaVPMNskWSTRQLReFFcWGh9t7oeO15gXNx+b4MOg87FIliwgTxyhiwbhkVEX1w91T4kfltVJumS5p7AKhnLoD6xQwz+MV4VTrVahRnLi0okxMi72cIokyzyLV5eLUW3iI7LwsWhxL4qgnk4xdeEO1VuiU7SQ7mNRjXjEcIm4UM00CTUaQEbBZpOLu37stV47Kzdp6iAYgE9qrWHUmo/12hNL8I8CYrd+a4PwZ5Sag1IDSFlojumWRqLCFlRCzUzdGxHFrMcqzwhO3Z8M+rs7G9vbBh8lTrTRk1QjgBrZtn51/KZ8ZXBrRPIh9wiXJUswVhL6TPuPZ7zvvpR44ISg7sXjzeynd/NBwcDHrdvWpaGzaW8nndnQXcy1hBFOz4M4XTgYLkHooy6cp/oWMwOGhNQqfwyYBM1GbEFdEfUQAoEKauf5Ep5Io6Xz9EDbVCVixO35xmvOwHIVkoKoMGRWQzCAhGRDQCiXuoyYEtmtlE/PRDkycA3xwRh9D0+SlOSCArGhlZSwGj9XS7KyUapYCDhgkOprXRQQdYBnrBQ25Zue64nGMkQ1cimFDmRkakP8o7B2TSaZ0TVWlaGMgOOPQZfprWIpLK8Vng1GjrA2xsv4yQORhlcrYUO0Aic8f1yTA4wn69c2YCBG8qSnwVQAhKpsRi0qEOlKdbh2oOXkgvXS4sa3vvi53/2//jskzSFqzcSOutLJiycPPlwnOnxLIcIDwJjiDvvpOtXxm5KzIDAgshfU+Wn60hMH0x92inMD69ISR91qaV+NRqtazVkx8Wuly9Ri4fSrmCkETUJqNBNAY9NQANiURMmn6HJsf/VciEUapCxAaFSJGLJttBL19i/28whMMwdVBFPrbtjDIMKJgnSCbKKKmqFi8eVyR1v0J0tDwsPQQB0S3hwP5xCa2jHLSSQNaC6m1BV2ajQvJdD9EDAoPNwE7px1JVTHGPpQCKUh+gjw5YDyp35cl/FEAyQ96BhGN9EchBmmTgmAabVMLQfBxqKJOMiCIqnHs4s9dE/l1Tafhc/S8ULbowAIPgIJTsSSbHixNWjx0unj/cpue3ZuXw94jHSh1Nhu3NiknXROJUOU2UxKeOfnNd7ql7HYjlOzvBfKXvcyXEEa4UjkOXZBrvLv2DOTcP2b0mVg8s91+rv7u9dG2ZApY4oSfekX+YqZAsd+dlCEzBjyT1mLaEUHpipABwVSF2QwqJdhd7nrxSGL9RFxZADjSkULyav+iABR2fZLm3nP+Bgd69z15tathpVaKyOQSI0CBG2Ur/pkOgiT4gRkmESIyAbhQsMSCtaU2jLLMUsUIPTErDJXqdOdeO7YYwkEuhV2wdVRu7EZMk41HExSTO3F+X1lBcjYatwAGNVClYgfNVB4Q/OWKYQdCKkLBtLgG2q6rTstNg9YPD2ivWje2bP98ZN7k3N7FEsKzcvCpYEnJYfkRPSpWLQeQi2ZnkXeiBGFYlDFPJubTtGhZr260GXeMW3xcnt4rTUer6a9nR2SAaPA1GV6p7k79iGkm1YdPjOJeXiU6eixYR3h7CEX7TGvhQUuOarz4mB378uf/tQPXttZvoTjLnBWAR5HqAutNdwduUQnkYz+Z08999KQGSAILMyRiA+aRFKSTHCi5NrbQU2EpY5MbDKCEDCLRsBh6rhtvxZeOWX3A3/mrYLs1qVJpiELweiYndgFuQQunIGjjK6uiDi6u7ANM4FryX58eqKron01hiIzXg1i1NncasHsozoi4MEfzTut9u1O9+6G1BFj52VIicgWgBHdgBVOBbFiGRY/FftP7wuncJxpF82gLSQ1E5/CNX8Y1zmufz5pKEsdgnz/6Z6QgcdWPUnMBKs7hArRcDGNUEW3omRqFLsIbeqXlEYH1Cv1KMSJ6X25FcNJ54BEI23YlrkWQbUqYqf4u/HL3/rSFygToEusipZvdAGWgexkuvXD17F8lYdWqTKDi2/99edfvXLFPp+6q0Y2KYK7pyrV3VmyYliXwDtXNr3YzyorJwnyy+3ixdSqJtYC4lj2IrDCpUG1+kH2SpeGGsuGgbL6BcUfSgUxDQYHbmIFQ4Gkpl8bvlJ00vTOi3uoF9iIp2ZuExyLngbNIij4RbpAHQQUUoyGgW0sQWkgEcA0Rnd2wABkUTTu1gdP9Ikshhiw9u4z+5QCp0J55Emw38TMxN0Gq6EWmd0BG5QCtEaqwZi4bEV08QpWhZ7KBBbhJBsol76kuTCxKYVSNA3FDhFXS4OUN9JlKkR9RbmEDVFYXAY/kitVyAR+OhqInNS90iiZ5BZp1DZJVnUUfN9Y70Va8SqKGzDsogLf9GV4U6kNi5S/DFIkhwwjlM/4LC+SAqjQriUaXEgJ7BD3YPfueH+418zi19rWDMmdL5eLi8Xp5s5575VTzjCS7cpMydNDqzuXLQJinxp4W7F0/uU2sy0FBgw6fsoIEIViZH0pZAw+qVcCAiJgUJr+B67AjQGSUBpAQmA5DMvxdVTnsrDJAjKBVqwjjAloHpCbn9rtDIqSCpMG8lE4f5YVTrzTL2127zQnZ8fuwqvOQhMdSAUUgVdWbuMMH8LjB1FdwcvyKAsnhq6gDquXJ8aAgVekZmVDkQBA1LWYKgJ+GADrCM0iAShuNmwiMoB4k1JAgg+xnPIffcmgV2t4iIIzpZqUwCYwRAzKMN3DyD+KLLMIMvUOsR3CdrVY4Q3Hitdz5RCE609V9+hLrTQ4JIe5vS+pZIwpSwQAEmNpHPImqXkEpGDpy1/4/NUf30hHbYQ8PmrgdqvZ9X07mTNqSYrLLWiTI1RoBo5zjU7ot3ZxauSMOvkKKxIjHqd7lv60xc9WWGNkSwuEXUo3fn1h0FQJxtR1xEMMuCQwDoT0nIG3jKksf2q0caMymERGK4EhCf1SpNCVNQqlVAhPh6SLm0ZIe2KQotM2X+7CFqNz482fbiBLklbae7ZPV6YA2WVGhDDd0bTCqr8a5IH87ag/H2Y1rCEu18xZiVNMDfVjJJtEAGVYDA6QNNAXVgFYPaI9Ek8QgWGOsquBRo2YVgpAJZAQMveGUGKOkgASmGI4TTLQfhiAUsWCCC9TClWQVi/0DSpAM2tRK5XKMtCkHm0vSyJhecPnfD4naIsRpSC8/yp56yht+Q4YDZi4lo4npvGkLgvlnhsuQIc9xk50e1yLYYkYm8bKVmz7TsjBgDkOigJcGepPsPdukuNmeII1tKwry/PLnWKFyyi3blXS77Xyf9ywE8YE4MZM1KlkIZQ6wKcZJAv52KfUCycAHKZJ06l5+FXmvrQ+2GYwXLWeWZz22YWIMYvQpAu86FObPagfi0IqAJklbkEq4OSnC8bVOK9lzduNpJotW6uDpw+Ms01pJBikg+xKJTw/3ZwkLVbiyQzBzQ+EIAJ5HyvK0yEmKzBBqKI0dhMbWCCaBAnlAIZoKdEnfBp+QA9JAoibudRVlA+6wwok5jqkE7hmNEixMpsMrxnOg2lITAF46oKhEzrMR8pPZOhKS4VjhB8lm4sHznS1ulYZ7t+9I5OnhKp0jlNTUURRVM5vq4yHX0r24Bup8aOLt0aVlq0q+yaaBJz4/ql45qmT4aNI7EbstOUHd6vIcNwmxh2pFlISWDP/1EMYLYpIwsfZqdue44EChG7AEAlddYRWJRBpIRpIpAfRncxbZAzYA6n2RtDyXjuVa6pKw/TpPCWqjbQwmxyd0AHYxU3kVJcmSzmqQKd4Ex/FQdyT/Lxszvj0we4zu3sv7O++sLv3zD4DFo1jhXOwDtlE1Pks7s2CQP4ymR+8ZNKSey8JJTYoXojEtAAe2apkgqLcSNfDK1xJ7i45TEEJVQAsgjWNrS0+MqJUSBL/6HVZByyhUQNPwQHcfsRSki+mgepejMT9+l6T5ROsLBVqcFKG4j1YVRhFJMt8Uhbg2r155ztf+SvMC8YuJBVc+JfNpZyPuFTq0VtVLeSWl9qhSvlF6RTHOz7LlwICAIXDfPfu7dmYcN00XqT5pZHz4tB5R98KM+fpcXAq8Zt4KaCjkCv7QjNk2JJWPg9hegqmCyJs/K2YuSfVJRDEEwY9JXDCJO+EelCAiYevwZdMwIyj+WmBROanDAVQfbV7cHt0QJem7yxXCSLJJwOT3oywNFqGEkU0CyvzIBr52y913BhjGQe5w/mAXMDjssbWM0KZe5iSnGCCNpt5g2AZZtM4XI2ojqgpMSRNs9zG9a7IiYMGNCEMWbc7xHAVAgGbvGbYJ4bS4PzOhlEU2n4A5YXsCw4agMofqVWk/hlqmA81TcMdWIv3KhOcCFXmJ09khzEsCLPB0wOl4T9WnRxY6myIbsqjzwEbfY4dnmjPZDqfWUnIbthhCMgIG5pfFq5yT16iBdfJxwJDV/l8rcbElevEZTY9Mcj89le+cHtvH1IUDRR4AaZMdxQZnYs9FuRHr3XinpB9WC6ClGD6q518QU+RVqCc9OUOIUa2jBGqppWGO1Wl2FL9x7jawBpDX65xNO/O61ARHp5lFMQFy7AmAVTmN7qybSAm+wAwVU0vokUUQun+PGAWq3a3Vp1FEiA4dMhsCKQOInGg2uiEIo9hQqwl3qO5AIWQgtrVDu7d2Vwnx8nVawqQpzrPg7EbNzX6gZwYa82dZr8+xO8nsQAgyyit4oiiK4qc+CBS/FLiOXStPT/f45WwKmjIL2MfRQciyCF5WbKLQFNjSMUfmSlb5q0RbupvDD9R9QBMjCwlLCnDNJFq8S3BM4wI8gyznaD5y+HB3p07W6fPCH3mEnJPXsI4lXEZ8MTQ5gmP9MdD/TaXESSSYJJlx651CtKiIfNbqzAGzCeHVoWh9BFv0QhwjJZ/fGhXM2sWiJggEq6aaX5YpFGrAUT+Eykf2kaJwomq4EEJrMpRacI8LePv9LTJwFL91mFissnZA+BMF0yIGJbpqB4JsrUhjUrkvyJ/u1c2mreag2dG885KHdpAgIIDDjOjBHGU0jAoITUYXjlOFAAETl7QEZfVRVALoiDGtaeuCm0Y6ktg2p2rGya7jDwrtGU1s48ElyEyUsSbByRXJ0lt5gj9RQhCAJTCxfPAL2yoFaINZFdeMQtvdAfXgoe0wOOsipWC4uRm9Blgw2KkBIHGKmJPngzWAUQelSN5M90mb6VL2HASFM7s1f3vfPkLAKSaTf3clNchOEcPqYXr6NW9xOWzdV4wL5LI4NOfhhr8QfJ1ZkwXWDfsr7Ac8awAoAw9dEAUBJWQ2ALqQEIDk32tY49q9jiEZ5zXNphakhXDxQRTK+WgAQZVDHrprKb/CIdkIzvoFJZ1L/+baInURyP40mKxzwrpouZWEDHYJQa1mq+Aa+hZuGiMgDJNVYekuBxCIiR6Tw+XnRUFU03JOGIbUw3lC8vqKaqXIRWpSCPGcu35hb4VOXZ7C5EvBWRY3HCBtSJiZ6lZVqhJdq0HMKpEhXn54uxB7caGP6m4M9QjkxdW5damNw14qdKNhwaEUyTpQYJ2x1EzFHcsZoFrxTRER7BF6Ka3wqyX8lF1hsMAFWLBKHoq6VcyK0hSazBwDXurrSKKXeAsq+2KEfnJVVLdIEA/uSmf8FnerNPo9dEF5Ou3PCt7uJjGVFNWRlvgW0Fp0qq1F87lQZg7V9ruyvew1D0GR5BPkU2yjZdwCalT7/qGe6fLlmUUrDGRsjrsOJdszSxffB5owyERFvaAENREa7gxdo1YxhhUfFixm/Qa43klGVdXsBCgODMi89VZMZs0LqFCSQrRztDjkC1UqSSV0u1f6i/beGYk0tkCgsSIEH7xkk9QKV5RZv4jzfWEMiUls+zU6TRkVktuEb0mgfgkd6rXu/QBla8KlZXnknpMDS0rabiq7Dagt8oxhlc4aFCH2muaypeZHQRzekSNfElqii2k2bF7YPfcT2q3NoQiTCA1mNQIJKGdnxgvYIppd8EhNFC0QOFbCDF0izw/i5yXKoMpEW/mAunC+7Gr/GkeHz4/keBY2sPbQzuGatfZTJngAs+qWoAWwUsl53cMlByiRbBZ6ZySQIXRmOFxcOsxs0rzs9Q9PS3CvGim9LmIqEqkJS7Wyx1UEkqjHbQpUzJV6NGYFIkmYCEI0fNuHNFvWefqJzv1MQWPw+WpSRNFRsR4/mrHftvKChjfEu1guim1I/nAHTeQTIznzipLA4kUJHzRf7LPDVTV8gGGEshSWojDxqgy5o3wvsg1XIo7up14QMIPH8zpC/ada+wmixcQUkoqqLksJTHogjSSFoZoiAeWc/rD2uzxfXp/4+aWxzwD5eC73p5KHSM+hHOgBRjlMU3W6IbuAR+LjQS/YdCASfJ+/dYWacw/STmsXKafg1WURGyYQUdV20UmwtkAhYQGCVg8lA0H4jLF5k6d9HYHjydTIuXQwgBxP9/okbkE1Rtda8vXtFsCEyBgHrWOL/VVyz519kI8SQ/2b/Vg8GttUM64BYaiZ9BIu87aasBXZSDav9qNs4Hz5BgsEDaHmiG800qa1sAc7khxRlBQhSag+VHyC9onyJbBIJxvgNH92thjSVPudkYVCqZ45oWwn8qJPoMbVWiEszoY6KYXMj0czf3hE0PhXSjV1DNPQShtIZq6DM9TG0txQnvROpoOM3aJESMABRV16nqRRK3g9MXV7TtMhAndeGAErCiO2azWgh+hCsaQiMmZW9Z7z54+1mvc3AhiFt151Ztb03N7dpU1oOKJsmca2lAY3xLosn/pRQaBAl5yyMrDGKsorWgUbbBLD7OjYSM7SyiW3KF6CtOIBw3NpPUog4sSdG4ZsNH86WCyd+f2qXNn6dDmrWqlivKeG34+eF8+4dMkvJfGAGM6eZkCZtVo05RAWfAy1y/96sf/xb//D+/95bPNahZsFVbkWq3E6Szz2jRtLFOC6zaWVpMwTstpZFZ3Zfcq2Z3ASdkVXN1bI7qnRqQ5Gh4LUYbDjAUC2ajbtg6a8yenw8wiWsKqWpXNUW1rUPdYmQNHiCoSDAgI0iKiBO2hLDai0OhRpFR1r8oW5OUbuUoRk1qkohr9UFoJMaOf4jFew/EaowtlFMxzKgKoGUNVgcS/qB54qDOIxRuNZhn0uP4k8AaeN/axUcQ80wCNiV8bXB3mc4vp2R6T0agTBCkmcLDkjCgqUN18GDVkYtNhIWlJqseKV+uEG/g4yGYbAzQgiWEziXtmQL10QrFUYsQqCFdG7qWx1AblBzkAiRuQixba7q1rN7/6Z39y5/o1U4vqP34df3j8fp3GlFsWDEcww2OgXL8ub+iUSAjuSSHtYZqBGb55IelfzGavVO2NaeItmdsVjIS+X5rA7T7D6frCOU0PKPzLXbuVRw0JAqJk1BueGBSTLoFnZYXqlLRNKkWtVwJ6e1ocdCebs6gzJrSf0kmQ41pQx5SdmGkJMwjVDLmJDKZL0TslFDjVQKpneW6BO4KWG2NWFfAUhY/XBS9cyUEURm/D9hAA4h0J9XJth8a7ucXKowyr1zA1vZHBexb5LB9BxmGFwVXtO6e0zBxtjYVycRTd7qIDsiKZPzbIaizjRaoBJQChYdXPUR2VW93k6R1BbzyU8BaY4Wcp/yQ+EQACF/DVFGLqJJPYxsuwCyAbVIunBTV0Mc4IhCgqDYSoH4isdCsj+CmbWdsMseoUsXVzuHPrtcunLlwwSURWJX3gMmgukzzw7uiBONf8HT0w32C8vEp24dMP2dDZvdNcjEazZHsvsZauHAmIZ/VgmYeMsZ8YZndbq9261Y8cFlez3lWrnQu/b5SqwIT/hCbTNtUAkqCiYKQwq1jWKtiioAgOoOU0+rAXmYyRH4Zj1ltie4ihYQzZgGSH5BRA0ryo7zaY5jT9VhQzqFEaaSKIj6iQwS5zgRK4RCPIwxPjgZTAwGaPvLAeCSgC82KnxupMAqs8N1Z9ujDIoIv+ELjX2waJ0hHVO13VYdIgAJL6MoXkMDAAYUJNtb5Y7Uevq6NIthgA4Fq4XXigEYKZO2ryiTseaERd8gFIIQ9iTN3HwK1ep0IMlsxohVylLWE6oGm+vbQJowkuPP3sIWAleMc+qdlUrkcmy7F3D9xKwT/wUA/gksN5B8ti/c5rL/90OZxYGIEIeRESSImHoQK1BjVBj0MmWEQhHlTt23X7tSpLkucThfPW9mvhnqZ0ZfeYHGWdZBVmTDtodiXxrra7IWsr3ASnq9yZoAVUGxDjJCGkpvtaJyHuDwypKGo2GDfcIGvXsQbPDDItJSAPl/olHkFoBEGEamoEeHGsCCN3L3qO0gSc0E51BNeRzphgFuc+3brJMQtRsoxJIIYzdakYXYqYlb1t5DHAqAKpFu4IG7ZYuzQ5t5+guKOlldjVG11/bo6MMg0DRjVdYIrbxTGAJuYXjlSEAYMxh+5UtOQHn7w2rCMO4hc51S7ujOmmlNJLZQ5u2FDS2712+7t//UVqLBOqkGOXUFWSxDSMN/xaP1nflDlK+ATNgxdJ4RsacvvVK3/9Z5+6c30PAU0XJWAd+YJ3TYAbEGiCWgQK6KLn++6ze+kLBzlRwCZWaPDCJETT71ewZIlbNkXCDsqgSsvuwn4Zk7qXWE+MBrjT95sj/JVQ1Qw2BQXoIu2cKvOCZZEr1qYahgCzYE5lgTkC0gcslhMSGT8QuQDeDJaFgZKipNfQFDsVDhDbCHbayDcyI1hUoptdNr5Z+rNeMt+bjTBEkkXMtgNMHTO/ttQMlcGnapT4IIwQmQYQ9KKCGTdjP6hh8AOK3bVmj/dnlwb4gjnhpXK9405xTImjBQSQ4w4VgSkCbBvGQZnJUweKRHYqMxN6MrYAniQGa7wBdXJgqkXghgLpA5kTjOVHpZsIJ8bgobplHLN4VWqCDv/AZUoWy3Gj+h5xlckMzz6Q4ng2QHzfR3+j0z01xyUNaMRd0G0nniSM4DSOI0MkLeyoYd7SAFYxadQsbgeMrOg/PYoHPucrDbKhIn7KN4JQoxV6Og9oPNOFkG9zPK0yK6BZYaKzNRrA2AwD5pmsoZS3NUsWbMvLViMapcvzKCEvaGw72q9EgxBekHVseIhvoBCVj9AB68g2oL9KQJiMwAx7T6Pq7U2KSTdW+53bl8Pere5sVWeNDEyhZeVG7Dq0m0hfHsrQM5Y4RQmPbrFojsU4gC5Y9McFY4tvLvTSOvrBrt7ekAtUz2mx0kFfoEMzwjZApvlNsZuyw9bQmBuxmFrCUxqid1yUwX9d6lpqrpM49YMav40ReJgCEchi26vBwWuvvHT35vUyx/rTFKwPU+C9x+uf65vynURI+ejBmzIFYKqPZ0VFe9PBxpq58G528UgK+kMJqWYgVfPHh3mF7q8WyiBjvGvyY9m5DHqf2w8rZr9edSNVCJJAL2UYcUsXTeCIy91uc9EKJPLVcfBYaWs0g19MGBbOsd6MQ3jmzIuWnjzkiIBkWGvNTs0qwxqxOEBmDAAjlLTUVJ0TFAKO+EzigQGLTApkJb78yrxau70JF4TNyD41oVZjUxeLiwNrO8k2iUknJxvVS49rByQYC28+LaVio9HsxK7f6JpxuHoqTROZSQdu6AeePbvYTxtYshzgTJgGlwQJvlA+GbfBGcqQst0IO2SLJ9QZ4EXSCFfAL+DhC/5TMD8BxghO0zFFCkvzlMzk8JKmalwCy4lIZD64vfuFP/ovf/flLyrvsUsp77/KBPenupdCfePoMvA8kB847956bb5cxE4VrRSwU8s4Qt6aTizgzWicniXGKqaVYhAxouQt7eeTrgO4YFXzSaOo4yjUgX07jKgSCclO48EVZT3Z7wU5i7xkKx3iiHhFdW1ZIVRB0xX57/j1qMlshaoXZZC3Tm1erfSjzZc35htzM+XPFlFgWrYODYR9KRE44LmASEwjG6RLGehOI4LAGQCL5z2nGloXRw1OuBUvB5oSYQ3R9NwBgs4QSoMUtU1TxKbH0AUgHbMltANBNWM9qPHJGnRKdUIBkEhNjiWmCWMzk8AsqdSOhJxJSQopX2ZUcBAMPByMgA3IssrN8EDgG34Vy4CMUjoavIkvaJF8k1QnpmJAgmiz5O5GEAGXPR8v58y6yFg+Ivj930AoIO+7TjITLw85BmQAwwMZlJuGfverX+3t7nSqS6KbmSX2hnXtTkYc5pRdBnCaIrPFLnJ/9CProM5gkrZTm4glOtjBKAx7ofVKO12qc89ao16dyXANiIQwcY7aOYrYqsHeGtd9eVnVjUgNdcxQAtZkDKz5epmgllur1KhGcBuZ3bnSru/Wlq1440oXi4HnxAuDLwJoFG9g1qNQC8OdlDEPDCTwCBUL6reZXITGgFFw2LpVHSwWy3yJwepVZi5LDNnIkzqSRizCG5SUxDMcIqyJdpCTqW7mEO5susNQc0kAD1p4xiXUKitPZud7WSPxR1WwpVdyZOLNlDFFUzgvfnrqIBrUiGNUxG7KYQ2gB1FMS+BS4yAwskXZJcaNOicnFgM10rv4AJXkMMwh7jUCdlGw8cNY04ZQ601cYjNDwxNp7/l8yxdlw+5PJIoMB3E2lz86qHrJEwNrvslGDcXEy89MbGZnhTANIYuNhSRwSKcgDEEL6IEPQV3diaq5zyILuhEPw+eJrpoRlWfPK5IUQruEwfWN7gv91dJlxoGZPOGQ/spz9BybScuVj1d35BctvC/MEjJzzXvQI3MEuTbbnrHJno0ZIy4SpkybZb+XQgzSqUwzSgIqMjZ3ES1y7QAEnBVE+bXa9AzrmG23OQ1rsXe7NU066uiT07326JSgKrEjeQQDsIWsIEGa8pyBP6Sq39xkP328L7AjP1mEj7VMl0LgSoq49vT8nloL5Pi1J8zB2Um0EGzASRdys9H5fVaz+0zNUQLygrS0gIlYE0oB69EDeELh4A2syL4UXMIVOIIW6mm8QzbL/CK7UDIfLQ8awzs3r5258BjZ1lQGIYY/1g9e7+ZQxsheUJMfcgnvdrGXhLenVedqhd0PtWUHsOxXrYsTS2F4eDAYBknE2vuV4uUNBthYwYgJSIXfjC08hk+N917opx63CClNH9CIUb6gXfAFF1KA6kEqSJhHrPei1WoUbecOlGEuM7XFRObGtS4ruyC8wOU/Gs38Qnh0Xt3YenlrdHGUMp0FI4kTAYo0EkWkhbFUpggj01dangATfksg2Hkntqv9EP9tPWOh2N6ZeNHMaxN3OmLDPawpqKkRNtWRXJSiGEGnwkE5WkAdRSFaIn0wjuo3t2q3t5iexIihbmky/qPPWffXD+yh7/fD2o0tf1gVPdWnxQoOGlEb3klkNBad+qxTmbUrw1Y0aQhy0x41AwzKOyAMkZ2WaczIN/wBf/KQTxAnMayBIfnYD+4H4yt//7Uvk+o4pYW/+6/1EypSXceukzLm2Cvd0tA7N64Pbh9YB/isnL1ZZMcTzo21mglDGpsdhCw2TeVixk3jE/vJgbX03WttaO9sL7ARGdExGQkEjIPcTjLaw6/eJfyq2DbCAbSIpsK+CGvovDmpsUkEI1AaAgLRLeIedTNrI2g46ch0RTEA1C4FtSlCo5VVc4V1UCIAlJkiyUyj1WzUE7nArOl0AhsnG3vbeyPNRfQ27hx4dqXwtpLKnbDA2LpaY6eXBQMQjdNZZFawoQ3LX8R0QAOEkJXDVWgafm8jp6hFbfCZ1bnd5SEw1W9sTE+jgjFRmKli2B56qVvd2YCqGFVxdzo709csIVTU4k6Fhwoy0TkbnL8LB7LzV9lDqBVcUqjISOskOdQu/qtzGs+nBJJMp/KlJufptCAZwMA0W+8gutgGVEtrlFVFrflDvw3O+Cyfn3jF80OOMf2ERCd4TbOl3/7SFy6/ciN3G7TK3UCUs3YgSy4MTJ9C/NCC3OqHbPZSMMdCP6RKHl/v2I2VU0MkstFosFjG1jgs2JVozHY8sf/aZuIcBEzqC0D9L51gCBwMHpY9Cl41SHyjWwlW9Rv0Nh4ROAIMosSpG5qpx0hK4QhmAfMwmPvM70oWgDxjK+hLSoECDZLUpehxWvA8PXOATmr4m4hKSmUPgo5XGwYShEh6J7GqlQoO3yUODa7K0p9XaaDIieWLMhMrw9Zmkym1nP+CU8UT3EKZ0kJu4/Yp8rCEcXFqWL3bBT1kpt+v2rPZmSGQmPZA8cNxnMDEl043W2pTFVqvtjARbfZ6lWrDypGPgiRCFMllYvMDBSeTXAjDFKdgNVjUNaMmTWUW+/Hw1s1XT1947ASxSVheBlFHPx74VgvLy1Qv3B490DfsChS7WZXhBwmyysSOtNpKZJa0Y3gpsjn9iFkyexLYgyhnLwZesEJyEqUYwsPKiugDGnyjY/1kk9mFUTZtBGH1xnY3b8lcE8ZBh3DfjFejamVRQZ5SgwSp/uh5hnGIzeVHD5PWcBPTy2YcYsAUSlDrDIntTZbXy0AU/GUBzAboFUxEORLbeqc7ep5mR+3x2YNVayzdkRbn+pXHBhjvFuFINI6IYDiJ9GiA6emeGivy4puS/qFHqRSGSEQN1QhjNgiB8uRkV8DmctVYrBrzpLNIOytWRDRudzWQxpHmu0l7Md7cwwEhqOmEJZC0EMlJpJbGhCI8tZVvZHjJLtFiW8MBohU8I1MRY1asYS6xnfQTSBI7SVSLbcE0FlMlj743e/Uf/uZrJDlMbrBxmPdNfN3TSmte4eaQywy/ENfojtRbZFwe4CpA3cT+lEmjVe6JjyTjnxrjAMm+v5UTa6g9hzA2C+t6E5sMJWG9uGs1jKbYWDkzL2dekk3E2JWIdmPriPVoV8GWdpfGgyCL/3GLbTm67M8146QuNsJi+19gosMZOcC9EbHiJIlcwrPVpSmC0G9qtRYtzCPYQbxQdgjq4b2RTUYxkQhWMKN64RVJm7qNm5sHj99xa+ga6K6dNdmUj3mx2WQB2Risal6ClkJAuEEOWWkfnoi6ETOOWj9LdUwvMaADollzvjg7MMVrLIkfuWFvhvhagJFO5Vnj7X1wiY4UOIbEfBCUI6qV7gajr+EStl+hdbzVkApgRB4FoyklWSXJDDBqli7ZNyU3IZtUmFIyYIq8qLkTsn+gHYXa5Z/SyGK0EmxrjCRlLy+KPLq973stY3h9L4VA4gKS3Dn/xJObbVCChnCtS30WxrJEzRkgVLAxNPABOndQyfcRPnCIsvJNaUJWa2ltLfKARhV2Ky625jk2kGkYLA5l8H9jpgAbdS8i1gJZPc9PWNIXZjN+Bv1FsKBTUyZp8jKEkgKMjJMyohQ++Se0c+lF/wn2qjEdq0SH+EVy2bCIWIl9UDXwLgs1gPI2bccY9OB6MLF24kk0s9sZIyapg1YebljGOIUtDZ6okJkS2gtkWn+lVTbGxURgjUwbJsns5dmB1A3Sjs4GLznW9ExvUdFeQHFzsazOYS4xgcAAPnhMglY31IJQJQbfc5qdKixCMBn3bAUNummq4Qa5CUqRqXYrE02jMGGDSwYPhNGtipV+Tou5tdrbmjbm0d3l3s71GzTWvDaZTb1KfnQd8sDRz/X3wzmmhJt64fL3ffzX3/HObbs2ZuSMyVk8MbIraXxhkHD4uVEWamw/8Po17QYNrzKmwGYzO9W5j4/YGSQi6DV108cH+c26vXAjT7OSNFuGPh45Y0LSsNawyqYG1zc7tSwfNWZJcNBdTLfGFV+xv+rYs2TJ9tKgvjqpoN5BE/BRjtQ/H44d1RZgu9KrKDhNYljdUdJX3QgbWbjkoc9W1dAYNikZQB3WWl0YsUsS23nusWtLmLwjOvPu6Ew7jjpJ9NSis3knCBkqgi0mW/EBam9CWEHFQSFOlFLhcIUrG5mhkunyMASdQpdoolry2Zle3F4Mz+wgYKS71QYxsRACNyiVYMZEM3Brrb9hR2vBrogsxBEexFW6VImsG4MH0pODCk0jDadQPpximFr4kbbD3HXym+eH31u89Pkv/+mta69SV8kKlFferD8ffFK+WnPMOuXJG1pASFF+blBsj4pJUOxCLS2KQULbgeXjbBtG1oVx8dy+EyGFHGcjtrcXzubS2VhBCeR2pRexDgJmkpMszzteHbevwQtDIl0gBVJwz0N07dPD4enFYnu5uh4SuKVGy1Kw2U+6hmzA1N+43uZgWTS/cE2fFt4YKRSV+hI6VkYRAxeawRMKBZNqEtCSSPYvkk3b5TWyFiHcshMwDiC6wl3Y8Nx126PHZo2oFrAT7PPu5ruis17kR5Wwu7tdmTWwdimB2IcKR8BBY+hFEYzmch46EeYMi8PZJcqflH0dghqSyvhge1pU0piNRDX7KA4Gi3hdaL56kNQP5oYR0ACPuejhiEorvr9RVEjDe5+YdIWiy85TOmOywEY0V7JFilhdoiQhvIPBp4v+o5Ec2JUvlLgNtqn+fv/VH/zNN7Sbzlu8HpkBQlIBpakj+W5zWR1ca6ZEShPgXSMeIXJi1ogh+ji407XriBsjcSBAZ5UxA4UFQvQmtLSc/lMjDEJnELrNVXEQLTIwx+pCRI32HeKiiRSzcGO6APXuVyuYjJdr9eggXDLlEKStBfH7hJ9sJItsI2qulj0pXXowl+llxJEiL/q7nfT0blwG+yFU2MveLHWAFYwQF86oUBjN7OaNVpTZc3uATYp8R8kgN5BmTy5alU1F/1M0xiy0wxHM7qmDoePc7UBqatImw3RaBXfIEavOLFq7CBv5Gf1sevpAgotIHdPnDy0GjcepnBzGzrOLkIKTalxfIkIQD6gJ2BeiIn7R18sFnGW1m/XG2B5F2o0W5PgsntVslsQbGOcJtYtW6lSyw2XlIUGFGD0ouUnJxFK4tdgVV64zTtC8OxrsXLt6/vGntMDpTV+P5Jh1CQADl2z3a/N6NusuHB/NnRVXsPnZO0mWfo2guwUbD9MCZlgs62pLOxa3Eqs91NJ4NccuJqH16kb+9j08vKO9IuTMDi8Qu0gIy54EmQO2YBoxJHZGlcqdWp3+59fZO48Jnby7HBd5dbBsYIouVvGYXMITg1RYFpqqoy/bK6QLYIf7UVq30m3Gx+JH1a/oPvVM8YoBRzISIBNC4zbG9dvq8kb8LBaraZ3tUivq6+BYHwb1ykpZMAecyU76+Bgt5qcY0YhYIoZhBFWHV8gLx/W4PucZLw9dawwfsdN5QBqayxwqJ/EuMq+HT9QcxUtNskwQNjqDjmyVih8tXGdSXKvM6tUwCdxxX65hbFhYT1YKpZuZJukkBInZEVj9RJKPPwlQYUltUOvFTOBMCLfp/N9Z/qT4fPx7v/XJ0xcfE0e9uev1tJJq01U89tTTle1qcWng95rOT7ZtFt93F0wboonss7PKzfbmKxv+5Y2Mk9xAB0MqqPLkqAgIy1OrBPi1TlbV/tzpuQHzyhF7uKSapgF62ZuOE0Vs/qDRSHOxePrgYGM0bi9XdjR4ejl5+2TCWTt7zTPMVmEDqvEE4BldRAxlfYhpg0Vk9y/12TAOTT54fNC81WIbKXbhEx5FHnKIrsZWMGTBnGwtk9Yibk/kPaLHysBk1iy/WZtwtMIi9pYJnV3AS2XSDpGSOyFENoURqvzQb0YFGNMLLZYjyDRuxcGiqrrUHWgltNP4hUULlMhJhVhj2FIhTQ4tnHuUpWRGsdIRVAWYocLUflu+eWZcBU2zCWeCaHU++IRpaA9CUUkNv8IOYk0VYmSKjGIIUZaEEDZtQACVj/QGxiGA1v6HyWtf//svaXD+iAtScpUvy5uHyxjeqXeYi17zrg/92uXv/eTalZ0pHl7s31lgMznAzA8OgkHloMIZR5WiGzvaG0ZYRSaAXdOXNH5Wt2rP7TMzpIXYqbka7k8UzRpCagwAOaZACijuVSuPzWbUeGkxsxei034YLbO0kUWDdLrlbUIdvKLoAUluUdqpjYO4sQSJlX6FMhmsgTM6HkIE/SHsmn4vqiNFpEXhDRkX8rTS2xiag3m+FRnF/o5ZvuMMVtlkmkWNcKtDWVY8T6bjVavDMUbsZyzqsDZetgFbgDOYhHeN2QFLMcwOG5lzen7gzNjFAvukdD/IwCAbJ0NpK0nUWs4arqDiwaNe6nEANwwt8muGqoCTpIBcO6r6uGhrzei02+ils8VsKWmqCROUCNDKZIYzAICL4sVpMtYOf9JwQJOMg6UPmUcplE7DAaF+kacvJzt3Xrt69okn4MKS4sc/KWT9s7x/OMesE1G5eDdLn37nC7tXb7w6X8zePskub6jW6siNCIgZ04cH11rWmZn9Sps9nQQ5rnqXBdKYYYU95DAdyz43MVawCEAwgSKKYnc0ZCDgbWPPSKZra6pFrbaaY7KozYOwwulb15oNN60shxX2MULHlRMOSBSQZWb38t3zE7oudsnGzQ6Ou8pA54JgBtOf1M/MBTvS3cHlITZZLAiTapRqy52DjctmeYIsDxa1em9rgidvmUyAZ6IhEQG30Ojp00wc18c7E3BotlPUUVudDXu1SBdzmaUyfiO3Wc2zceG0FBCjw+XQFeasL+aho4CFsdo2iwG52AXeMfF8SB3mAbRFEpvFMwacqfOgwrSNPmEUuX1mXp1gFNIFTAgEwjgBNYw9DH/ARhKDYFBCUGaQJh9YR2pABw+007Aa9qimKtSpaBTsISdAMHml/5fLP/0N659feOzSmu6vc/MGHGM6qLj/XR/+COCmf/z5l/pBUout81M1xWJKBT3g2AxNJfk84ugF9mstQVZRg7OrDe2Y92KsBdtqF7RzrAsjsOPebBe9KlhDMTNDCYmf6g+1pZ7vjsLoSr3uZRW4pj2pqJsoCA4+ERNgzSCqYkQcmxXgMWQAQ8H4RApn41oHlLE6vzqK5p0lVg4wIIClzMTLeMwYuzKlQmna0RTSUCjQEh9BXH5wu21GdAUnVU6ZFkOcBB7+gEoDC2kZ2Eu23uDk0fFQAhSSN6pOu55fvyOHDI7b1TTZSZzRRuGOKqvq1GWtOMawwlwP6wJbLDwOUwbqWWPl7RVTyEpZ1XqF4oKJ07MWbDqM+OSwAY7FG3qr7dwLiHclEJFKKIqDPFoRzLSc4beSyNTUJljHagYLEic0DmY6vDfSRbJHD4hrYx+CqT+uoeNARxEsvc156wfTa2f+9psXnngS/U36Q6KT4mGXmPN1rrIiEmBPvfejHzv3/GOVvYpzbkaEAxwN0g/JSH8d1XHyw7/ibJjpRsN+qZP/RLNL3ukZkBqlC+9heRGbh2Cys/ODAm+rjBBn5M+LwEO7GHFpvVZvestgcxh1RzVRVO2mY+ARhcrYBxpDbi3r56wNUNRgE3ijmymIiTJ6FUGjHSJqYSH1LpgUFSZ1BMAgRDUCJVKZcMYEfx5x33E0LtjMmgki315EQbK5AWFq1XroVTxOzQAPXoAmycNG2Ol6rU2ECixs7x64QTXcPoXQ0UiGQQoNbbND4O1uOG/AlvSfei16rNbtdGvQtNqsNOr1xv5WvsyqMxQhzmUJY7LWahVchVK1Mk7AEYM061ZjeicZDwmPZhpBR9gJEYsp50Bw+pxEJoJZ7CAxoi/A4htzip5CM1WKeooU4iH+U6s29OtTHTxUH7O81MrGqXvHvrsY3br6quSP6ZMCgP7ysOsNZMw6CzDByU+/5+3Njc7XX/7ujZg9DTSEE6hGotvEEEVJcCqz+3UcNtJH7YUmoBqrjIO4kIJyDvAnhUKryAg+Jd5X+bSSZ/WiHS+SVSyfMFxTFNUEbQUnaCkoHjKGBvCnJIyagqy3Httr1bzKD8/NmQ+eVmKmKVS+3ufz7iwYs1km6NVFJoNqVLd4CNnAJ2mxiLmHB8/X2h97/IO+40+fi9x0+OqPf8LRR1s1fzzRttAAQxly3/mVej2f281uZ0q4Dh1yzqGEabbZyhuhfe22F2Mto8d8HFWef7A9d3uzcJzBE5xn00XzUHGBP9qqTZdZctVf0AEwhzFuKH22WA0aKWv08VnIVGeqgfDOeDENWbCvo8g2OpXJYIGZDL9rNRNtkgklfMAcpfQlC2wkMU/7qIwOqGTiA4OeIgmy/ta83a+kQdZiw5U0nnMub+p/b/DTU19pXPwPTxlXttCsIh52vVmOAb9YG+/+0K8VH8o3vnjqz7/zlzeSHlAckgTJ0VrYfZYyLqzujLl+ys3ODm2Oi3mti3jl9B+kAH1bNAV6mWyYeWS3F3kyiOZ0ijP7bEVjhaGOVdtcLe/WWWZTtFKmnw75BPWsqSV2JgNfDLvyvOePcbXPG2w7lq26SxYpEoKLflg0lgFh3qPKpMOJNCXLaIAAZimhOWezIX9ga/ElCL3U6P7u8x99/0d/I6owLWCNR5OdGzdX8axesINMXdsSs45glfX3sQwUpTvp5eiS01sextCCVQcZhqo9Y5E4utJMgULvapO9J+JkHrWsVc+bzzucMGazVQDaZJouBtHEWck4N9R0VouEFVJYNdoEhP7humFFUXdsfUjn4fAtad08ZX5BQ0Wxupy5wjxEQQXTMA3LQJs4QxwDWgkajFm2oil90unCCOQdk95evn96RvZRd7F9u3H1uT6KwZtbt0eDm1evnL34OAVzPYpp3jTHmFLgfMB978d/DRH92W/9+ZXJXYa5Ijt65Xo335zbN1v2831W8sEgpGXNoH1hiIQEdhqCzhGPSeuqbThei0oxmk5pcWuBg9+uhf6gEsbMU+ZJd1bsVdLKeINTiulKeD81t4U7H9NRBkoxqs4PthZ47M9cbUSb7v75UfgSkp8NA7L21Q7Iad9ozbsIASlQOBQcYF9u5dWPPPtLOzevf9O+BpHOOPVPvOPjH/jobzLcZWwN0uVt1SiLSUE/XsgGwU6Y9WbTzKrUCoynWXUChaazit+Dm7OdO9oPO2EhW7ESc0JE9jEZLfNoWpzOn4hbEG/kcpSzejyNpwrcmdqgAVwIL+xEyVDdeGuYlsJGI8iLABakdIAT0jiL6RwAooM3YRIqp79g62g4KkmD3tUyMiPy+a0+aXFWmYhu0gjrYgBJd31xDyzMmNr5tMkmLygAO6nm31+8cvZvvnHu/36JNrzOZeTXw96raMPH5ee9JACdF+/68If/+S///qXKtibTWBSOJ+t07DDK6cYYEQQ8aAAI9sXgkJAmkYyMaBwaJClDgRA1hecJaQ2si2O2zlSK2932q+3OdX+zXmRB4I2DJfKIvqVV+q7iV2bpynlqjBG1z4JZ4z/DEEAxMWMBEutNnR/JeslJB+OpqA210F8oAKdskR+0/8W7f+tXP/G7USv0e9lFv/2v3/97H/r4b9MBjAUFnAWrP7fPPMEEu1CLUE91WDKipdoKLl50L56xNp/Kq6eWRXAwrw2n0WjkHEyDATpAeD7s35rXiOeN2s3ucuFtHbRr0xpA0OlpBsoJktI0cKMNVJmdM/YsOrlEMoozHGHfYLngXNaIvZzQhtUMRmUqG/cdCBSL0o/MiFlihlemNDSaZJXYScpB1o1eqklqo07vmUVJo9g/o1NqGNc2p5FF5NEUQmqBX0mgEp4Tn29Nxqwz02Xf+csfYqbkT7782VtFzwvc9PRQfQhzUquIZGdxgQxu5IoACHUvYbWERvckWFkNTgTUmIb+wH5FNbagJcX2vLNf8QM8ZcyUh2m8ygKOpUxyRLp3dhUSc9Nk+ZQRWgxFic8JVzq+Jsu6ZybTUZPOtWrgpqm3r7VR5bPuVLybF5fyzubZs9Vq5ZnnXzyz/Viz23rPr30UDVWySwlbEIa/8tu/uXPr1dloxiYaGDtiuZDoJJkLrU69tayh+GbW4sr2Mq5OYKpwXLNmNZifOGiDItGL9iIadvfZVM3zhnbxxBik4FozZFZvqVQjglhZ66k84jH8DxzDnBHB9XSx8eOoN+kvQGwYQUSm4bQyGwtGDl8dpGiIr+GE2EDiRSNJWf3S4eqVoL2c4eRWTEYjNDwwJOD8lfPLzo/yO+hKDbMymz0xJs3Fjdmdm1eunn/ycdYam4Y85OMNOIbayFR+Hue7EsJ3fuRXefknX/r0bblWsNO1bh7YaDnSBOxIYKpSWqBiaBPQ80ztMQZup5lfuDP2gc93h436q9UaLm6GkhS1MY3Uehba1AnoSIg3AEtexeUYCP9aY/UcJgQqErmTDxuz7bt1FzmN5GFdYmc1GlS617vYn5C2fbPNhnpiycLa3+l/+wufY6PKX/rYx0OiwBHuJpRN8AjThqE5pacePfeuF7//7b8rp4sBnqpRf6Np0uIwAF9m5iqP3NeCrL2kjsagJRKyA4TiAEVOo4Bo8OHqxhX0pHMboxsOiqoceOCYPaqFNmFI5gi0s5r1Cn6uOwxgcBQxLKCiRYpth5GECwlswNyajNQwghJFcINM+FNdji9emIGjBB58CYMCDDVIpSNyEDiCK18MV20CZpAvfr5oxL3OtL6IXnavf+3PPv+hf/HR8489Kagedr0BxxzPskbrEevIjfGuj/wqO8x+9pufu2X14SyGA+qREpUQi9l1OjatkG9XDMTzEmrYJcvbPevMTh/+ABOYuxNZG2wA48R1ax7GVU7HliMl60xqKHp8slghQe5NXqnH+MqFZ1DgtIijiZhFtLb26gvsZ6b3qpwZHRDERsHgHBRX+9U5oTlMUG86t9NR8sXPP/HsU16TacJ77SvZhd+0Dn/sBz72G+mquP3nPxD8pifHs+zOsJjjZ+lWEIS9kQfnNe5swNy48tDLNFVmhyQs5rhyxYQHQVb++VZYwX3m1kaNaThUwB0n5WD70IPo4qFdbURsCUuaCv6fXn6nPsvnNJnmiNEYQhO2Z/hZbEdFYm22UdMAW3OWsmVAh+mryELdigyGFBoJ8Iiq5OKoToJpm9XzdrjyTh00lpXMj90brUGQuJXUnxHsvLP3g299g+lJ1fCwSxxTssLD3r7RM2BLi/f+xkdvXH5lv0cQtXhCLnOTT9xOA033hfAwEP8gABcPMbsu3MSLaw2bTZYIYOc0oO5itog7MMp+Y9HlxNY52l79jCgK8mhjC/q65XTYyyNtjLur2TI5dbXux6gMhroo74CJxP4+BzJRN0QTu8Cs7evN1TaLYYve6ZTjGPO5ijvRthKq8iG5gjB4/sUPf+kvX4rZ4l67R7HDKEqmGMyItfKKGGeMJoGDmt+sYBwn4wobCBBeYPnDijG17WVnNt4+ACEIEQ5/V+9Ji2pKdIifTrRkCnOiaCeVur/kRPCFDuuGkQarud1GOcFHkmRwowxpMMNQAsqDQK2zwO7XPW0AVBorpQNODebVMHScTGlSHP4iOb675qiCB2bGfl9+Pm2twqU3JT4ElyUykQkeP29NIownzb88+noLMmZdyHEOkxhMsyfe/cJPvnnj5f4tdtIWo6sBUph8GeLBA4p71E/6h68h7tbA7lfk0b/eqMUrp+5pkmkr2bOq/a1RfZDNDhoVf+brTG2tAaKj8N/hUI+mzKGic7uGSo8WS+Q9ukD1KViaOWpW6mt2l1v6PZRG4MMe1YPq/NRiMVgwvk0blMkSYChwT8gYhJMV3IJnhzDwf/jm1xk/64AxuW1YMcI7AtEZtSbWVtpeoZzkw18E+6B7wm578HHmNL0NeZAJntoayBoGHbJApTBZtrSs77R6W9U8bI+rsR3vNW/gNcFSIfYA4jKGJyHIAhgZH1Bc4yInHIQLpvNALPCCXSAxrEBMj/qhADa/NRTirfFhoqJMbJARxqAHS8VtDqKrzxJu4tWmbICUEukWWkFcy+rTKMYPPYWxtRODGvroSxxTounRad4ogW298/0fpg/FX/n0wWC0bOC9VxswRE1z5MwTkZFHcLpnbY7ZA4eFQdHdzc6kyBpzPxpaDZvRg79X2bowYNOe0eNztokiMCbvMy+3CiMz84dtNyHggijjScDZ8o2fOG2/Xu6ZJLsJd5abtjb788kWkypGLpv64RnfrV3WAspJewpgbSu8+pMfvu097wes422nvxrM8+EsF8srP/47N2H2gK2/UamyBOWcZoVTxQk649bAmzaz6TK+GUyxIBzWeiILiebd7kE2qSbWqnC8FuevTrWdGkyPcsGHl7TvhH5QtTqaw68GGhNhoBC2TeAtrUAS8h8eg1nIjGMhccNRxI9pZ44XZ2NaJZhsXF9AFU00GkljrDBDQJkwGn/wg16Ko6U1YFFyOu6s4jCb15P6MIqDtDYKYJpVJYvt7MzNZuylO6fHt84P63FUHTcExqMvFf06Fw3nWicwMfByGTDKhcAGv6UMzF780C9/8mP/4m3habYOQ57A2vRO+F+Shp1vKz6jxFMzd6vvnr9mPXXTvlNtLGCXmdsaV7rYFJoqyruzaOycuWlv9Yr2+em0k9zi1DOKoATZnmCHYdG5ISfBSGCxU6wqALey8OhcbIw9GVZqzRWJhXG9xDpkiKHJudrLnF9PuKzzo+WdP/3rP/nB974Ln3HSuiDU4L9sJr/UQ/DxvetXPrDVZtJghncGI5RpHQoRNxDjFTvDesoapANOfcd5gj9GbtrijNWg3YgWTWkzsgIymEn2mfx73PGMFefMSww39oadA6SXbFrcAmYERL2a7Ta9C4pDd6BJ/Wx0aRhO/MaEHpT5EydaaAAMSoSZUiXRUsM7cIkajXxnZ/TCaw8qlZG7fafeOahEM2/YXWzt1pIo3zs1he0YhG7t1Ii0dlf2xp56FCTAygGAkuJHOFnTXzfmhDSD9vseH/tBz6MIcwaa+/0rLw/xnEt1sh2+8+KTT9drNQYUFA3G3vHBXwbs/t/+eW/UJwFR9n1PrjawdiGvFMu8eXXmEBIUENIe1mvYHG5rgkHomR6Mxy8PFDSfbS+rK6/eWxTEaTkZrKnFAujXWbbKNuYMyPC2OUTXIMAlbkVxUVnf9nRQa23Na83pdFShWaXZhAkSn2Z/ysLf85JTKTS7WZ1wjOKN0UGn0/zwuz7EIIwWGCajFASJG4XRBz/260Hkjwa973z98nS8QCzSRsnNrLg1SbwgaB50q06x17iuEy6wURphPQn2V/PSQQVgzAShGMW87PsYYYkXtchjVnk5J/QGssikpQqMUjiZFuA+kDiWkgUISQ+8kYRDYLmznPTMza59arBzfgxxjGzRgBNwJUvUoSRo1EX4iZNrGiwCNsqwDk7Pnriysb3TGHYW1lI9T9SDTNuLSStuv1bBJQBumQ+vj8J5c9U7hYShEF0Gt6RWE8onfGoybP3jxE3JYjSA9v741St3dg7+6m++uT8Y4B0BKUEl+P3f+NXntluPP/lcVK3Q85iVfPH9vwzgo94Ax9QrP/zBTavfm9pNJ754kDNGue6G/tnq5mp1B1m9StvTOoiD4WApwCReG6KCLDP9ks3cM/u1KWgkAn2yXBFMNGdDt8dpeJVQI0wHRJ228i4lECWYSIBKmI56rXprCOKASF2PDs8Q4PyAScpz/3CasJX52XkUBrcmo7/73p8g+mpL9z0f/EDgM9jGJrLj1fLm5ZfOP/VsUK1+8OO/tYyX7Y2v3b569x++c5mTU8MgndSTMGY63ZnWR0goP2QIgtJJlotkZHNwg8IMYIDlbCktJkEh2YiDDgkHTyBoGMaJwsQNzhn/MaCTgKSBER4aDsxlPyy9ZoGagjeWwDfG9Lb2wnlAHHMDZuISP8FZ/BPSkKdgThyDDHDxZdUn4WtP9fa3p17i9jYAHDwWWDCzyqrVCxk0JH7WGkXD6qI1jZhKCJbWqZ36KCO42bZOUZr+lbxRfq5545FjpZJdTDr76ss/+qO//MqPX7reWFWYFQNDtHbVTz79F3/z3Yb1iY/23vuBX/UjzkpgBJ29+MEP85bsW+dPjfuDb/3F3zcm+weBz5r8/UaTXnZxOnzJq7APYZveADnp4HI2wHKy3BDgPBRLWlkT0yxnEBLPt/v2qMJsU73XOD2pSb5r9gnBLUcZQOpTnE/gC4aqNe53IWG1Nlsu2OFSGqy6W6UKiBdl4SydL1fpvI7tGmDG/sFf/sGduBeEihLf8hsXzj/56S9+6v13P9DZ2njyhXdUguqHPvo703eNNra/evPW4taVvxuFg1EnOeM1DrwVTjqEv+BHWvhe16kN2L0C1WNWF4BrOADDF2xosCMvm/AqJsLcYE7RmLE8JAUeYRLLcCEQq2wR00wTN22mB4/1kCS0GoZGZIsDaSvKDiSpUzAokOmh3sYgAVM/dQZ4OKmeRVKTcFlN/SV6p757drysJpt3axjMRNwyH3njiYG9U9TiAOuosYoqU7+19IunDg0ZwWqu40xD58Dzdd9oqky3Tg1Ef/utb1+/eqsZVzGqpesEpl23ovH+4tVV/Lmvf5sGvPhLH4yqRCbgd+WYEtXzjvd/kAq7btC/e/BHL9/ojbHFXc4q2QtCbEiWaeC2p0lCKC3WP0JAFFgtOM14R1tNew6R5G4l707t/ccm3Zc2cJSxTEQOD5KBaQ2i+YVkp04nmbv1TQwkcGtVa+Pdm9rMhnFm+2YLXEoAPEuskzomponIHHq7jcV//canYEIM199uv731W6d+Whzc+Pwfny06H/mdSXOzBd9ErdqHf+/3fvTtb413a+cHWbOSbfTD8FR01x4vZyuAZBHCgvOMGiMzPgIqkK64LXYwoDnYQOhQdmKjK4A6bGJ5WhASSCEIDp1JBNvAMxrbOjha1GO8fHRxzP4P9AGYjBAOM4jQB4UzNDS/LaZKuAzWbD9zqzP/7sURZfqp2xlUN/drcvOxhbafwhDor/6pBaGuo0oykrvIjr3cn2eLzmpZz0aNebbPDLCOD+QqGeUeJ+gZMVAMbSUEhe+HpoCi+8T6DLLtGYafE8PtAlDWTXNRBe9XD5LP/+23Lz33Qq3ewGVhitWHxmmslvzYxxAdP/yP/8u3vz/U0KHIb3WaGCshQU6SpsSssJmZfsC4fBrRIWsfmNnfc06E1SoJZ4Qm2SzOqlcZm0vNk9eoVwokD4KZwAlx22xz2g7sRmsmoZXalcaMjPNZVYxJvsT2vxu0n2sNW8OihoeHPVqYg2I3hYBhC0rp2qJ/6epLW6vwztYynC3+4ht/1s1q793fbzVa09n8u9/48q413axXNrE+w9XmQd7b8hbFEocejnwkzWK4VAgPdemCHYRTuEBSE3CyrFYNWcji7mb9YCUJIa7XjIFpEXeaXadBsDIPwSW0lh2JSaiyxFTKRNEM48fhuL2iy7Wn7K/MgrCCaUUGHdHK7/blj2AL7e4+20djn6H7lZtJ8NZOZfIEQ/m8OsUQnjf77DzmdcKGt+/1tue1SbDbYH9Mc+CkuqPkFBeZ1xcGHDuU8PDeoElOoUPukQJ+7ac/2XmNvqSJeGZu5eAwMwDoM9wNnLOIKr5qp99++dXfbG/gslQU7uEl8akofkxOTDX6NL0nty8ky15UGXK+FuGMHEeOlAYlnBWC1DHOcnJTxZQBNCsw2n2i0fLHp8FPNzZ6deZ3hq1FtO/qaCzTElrFDeNIlmGnq5XdTK9P/AvDWrU6hTvb3cl4VIVpNHqjcM8ebYyLHgtoivAqasSdbE21aN5y8NNA8lfz/eHXPlMJwxryw19gMDUOgr/5889zfN1Zt8Us707LCdOMI3AAecAymCXhk3RIrB+FholOBsXolxLRfPJQnUejB5dQGKzZbq0293PG1bCAEE9/ReWgosRARuuAAqlZMQglgCgBj77WFiuGfuzhzyY7bhEuvNN3m3QvBs/Tronl9IsLvQ4bBVKoGU7hIMgHnQUMtHlQ50jfrV6NIfdgm90E861hbW9rdjcbZmFGUSuOGWJqhf6HGLuPT45IqpUtZsefew/o2ZFidSXI9M/+wTe/0d/ZqQVoHKVasAsfaQiiNpQmSTeuD/amn/nc15r56v2/9IGoWjcdgVSqU4jAZ7rMz6QJof39Rh17j6j7ely1GCMbjMn3RT9TzDffgnWcolmWMlIuTHI/7Q6qNVLDoVY4y5eRVVU+SIUXGBGPYGKBN1Gxjru5V7/y5EH/5dMEF2P+4Ztg9XStMVtMq3iO1UcjuppcffYCY7mozCKE/fzULMY6c+zuRoP9JmZLAi6cU4vaXjYdtzIs/av5qNaodZeVM1nran6LE3hXcXzbmcqTi5gz+h6ON5JRzVYjpClEc17rN7ZUPWS10WQ4fw2/ijIqJzDzT2LGJDPdWi4VfomDxEYqisZixRg5afbf8/ODrVnrIFrWUgLsGasBCYMdSL69W8m0yQ+bFRazWtwYsoKH5WHYdRCDMaGcqP3T8/7GnBE7S8Q2d2q7p6ZuhNqUFwlnR34a6eDLmfQwpjnp80Ul//13fhpP9+2sihtlVcteGyxZIVJ3IqQ3G6VAsLqF75X4uYr6g9xWWTuv3h2M/+bb33nu+RdqjSYEoZ1cEPPqSz9Z7g+2d/fyyaQXRqvQv75iD5isNSRCUaNf/mgeX8g23DyT1RweZjl/M7VXp+YzPBaEL+1EEd7XOmul3HP9lpQX2CbAm0BG9SN70F0QjIgQ03Qg3GTbs0krJNLWtja2J6NhxKQ+5YMVzrFp9RtB4iVBMjkza95sQQlzWAWnUONfyy6mzWa1cXB73OjU7xTjy3mPWSHCmS4X/YtOY3p3vqiuXvNxtHNYuyCnmaZCIww06jFoFp8cqhohghSuRYQefIOCIexco2cajg4yIl38gdAkE9LVaBD4zvCU+ZCZAzZBkubqGvNw2li1D1huCCMxmYV7O19Uk41b1VFXp3gg5scb8cpLmQpo9jcwPGuzsD4MEy8dNZeLSjxrxZw4Tfaly2GZ2eN7rEOL59WkzW5qAePb3qs//dGlZ54T5A9c9zhGPcNzr/z9T/73/89ns+VBAWP40fT0khg52tfEPtVUMWMUN9xaDg4IyI5Q1/iUZMPbBN/5r/Wzb710+bc7W7VqRHQSqWGDH3z7G/MfXyESYDRbXmm0o1nQmoYcowjxRiuO7dJsm0wzcOoQzhovt0fEzjm1SdGN5tsLvK5wn99klpUQJ2+3Nqvu4gliaR0CCeGibgCDLnLYMKAg5H93XBk0Rp1pCzsauYhcT9mIA5MJ2rBF9CWsvq3m7da4Q2Sv3b84VLfWjgyIQ2uRrq5Eg3oYNlPnpje+ULRfHR0Q908189HiZdYwhZmH5YOSgeJmpGPkAy4ieayAFaDQUCW7ABu0Lnsq7QPOJF3pJ/xUMj04F8/BEHqKpIz6lXl7Bp6VV4aNsSYM2aSxQAWLW/abe+mExjIx2xiFdFmdvX6KTYPD7X2i9wq2md45O+YEkfagykDaXTkHm9PqxO9tz5hJvXi1c7BaAEAooWvPo3hAFM7QWXkJkTl0gt7d3Z989+8uPfO8qfAky6iLlM1Dxl/56Utf+a+fHQx68arLyoQ+YaYxK3KkLJF7TDpAXS/3RqcnBcuKWDnPWBbUMYmSWu1ZbXVt+cd/+tVv/e1Xf/ydb7DjLpyEJIqX2XKV45aB8wmNtUagQjEK0FthyPwwApmnGOzDZGKfH9Wt1fDCcP62hc7FDtzuhPUGRE4HSzYUms1YrCLEVQn8RyBqmE0far1KDHfQeYIYPAdtzQaMsNRkXBePWATFjBptgl00vG3u1jVw8LLx01M7VD82ThNYmr4qj0zOYqXB4nZ1PhvMa65fbWMBr3DhSwQQAaOJQZEXRqEuBtZghSAsiQwFxOCGhGfEySK66QZiKWDEwucqyU5Sg3S+BYERLkJF5jSuN4zckghViSVtStKRDqnsFZP6sturwSWsCkCnUAtn4jBU5kS31It7GxwpQsiLu33Q2BzU0hDvHLlYcjqHf7FgQHu4cE/frXf3qv7C7uxE82wVrNzOsDJiATJ8wAX3C9aHXIcyRpA51g++87e9/kHAImN0emHXXOQYs+6r6pg9U9lGF9sgLbamLKqtabs/xhkxC5OcrYXN6T1crAq0rc/85Rc3O433zLOPvP99Nr6UmNFV2unW+xkrfQqmMEDDLIP6qL0IBUTEInoFPCMOIjxJtyuTxGkeNNMNYoiKzri6sYd+tOf7dKXsnN12qkwTJjAKh8jFc0qzBxvLSZiyGCFaioWYFz590LBaWOTwM2iHZ+xmczQbs70U20U1qBr6v6179o4DB664Xy4T3woWU4JdBIlMVKIX3OJOdf6MtXV9Z2/MMbQ1nZeEC07rYzSkP1Q/ekhPAL9iCZmbxloV3qE4kAvrYg1zp+6he73g4ka7e9ATZTKzSG/GugsYjrRlBukdpYTMiC+IwpB7f3N2qRd2+tUbl9hSHyaIWOfe3o2YFsU2JwatzlTpfqWD2nKtjd0KRkxzovn807cblLyqYDbLoTfaWOASREpt79cR84wAyEvtknoGTAO6wD9+iWPKtgHS829/V++ng8v9fpolkYqQIEfeVqOgWOJdkI+NpScc5OIsKpwtOysWBNxZ56asTRdS1FTr9vXTu6v49pe/htHzkXe97/0f/fD0yafu/P0/sqQPt0QyxwKTM0tBz7JAwJaLIgaKmsOEo5Pd7hIVe/52g8PQpqenp/oNzV3jnsFtSUsUTITFQByrwjiRN6sZ63wyv50nu/nwBg4GtsOCBEWjO5LeR67BxZJKLt6k8aBGp2YCmhFTk0mtFRauBbvQMKQIA5lyvEP5tAXMTHtzK6q/2Dzz1dVVTW+wGa0GPSiEEofgVcl0mdlWzHEhE4sPrOuNeW/GobozibmBbMKUMeBIRHWsumrcYmeC6u57d3EBlMUioQx3aXey9n4FnzVmCu6Ndi8SRflDqrFwGOMH1wILOAK3EVQrI4xE70zQSk4RJ4QnEbljn77bkDe5ki3raXWE99NilXIcJuOuwsVbIzYk0Nql7h7rhpAWcAVASTyrafdfhzJGTG3Zz7/nfVe+9XLx0x49FazPWzMMS0KUwUIY+quE4U04zwlASCbnp3AlQl6IoZMQQWnYC7HsTPJqgpmefi7+ZmUx+/BHfs1/zwc+e+N6YzZxiyAeWVp0zGJ/7VrHXhgyA7FHaTYg8Fn1QyCdu1nzepXdVnEn1LyIRc13GyM2oNxkvzG0beQ2zkSrnmZzMBifsLpsfTvnUMJyqJUXy9jloFOohukAE4xHDLbnjLRpO4ijOxMHsru7PN2p3VwM8QciVNCwFEUCtIyscIUpWSykvZr2L210LXbLizFQFI9NAoXpC6lcxjoSf8how8gDdeIJ8ZwSMCoWh8C7SitGo9kgV2yn0aa4iTLlFWVS7NQM7SguKUtGQ1AaMyIEUkMJ7e6RBTlelirdh6jyjYPqVr/uNZiYI67Y8urm9LI22OF8ekSfGyQcxsFuiVSJ2S84MvZi4lRcYtQ0UdW49sxg79QEJq/M/EltWR+zylXBbsAJD5nPkx/CEZfpAaAps6J8qw57YewWVYgQc/BzvMSOlU/JxcA0xod6GZ2e8yBdJrK06Ewo4AMtD2REQuFZYhj5re9/fzrl9Cr7wvvfU2m1msNR0LAZOSOtFhmHF9Lb6ZWgTPYfCJUct4pOUM9dFmjk6d1oObU5/s+OoEdShMVuZ8IQk8wc2QsVaFNQZ38Vx+0Yr4y2jaJ/a7w6G9UX06YGJgp2NFs0soKqM+luTdrtSfdWJ/xhpXO3YZYbQms5E8ACMtVMrMIA8utjVKIsd4PZpXBDhjaYVEJZKgaf7DdjDBkZNTJroD8sgjdPn2DFbAyjpqnTmU+TUj9KhuPTzCFgCk4ujecXpsKi0Mj6UoUybPRqeBaocFlJepuz7l4FHQS7cPmpc2rYCFvwO2FWHDrHqs3C2qjk7GAC9xFRNU0VVY7xCcxMVrAduhtt7LF81znDbPawgkmUELZPaewu4Kf9zRl8qYEIa1zEEA8RMICtABHQpM/yj8ld4t69dOklzI83FpXmJLQ5YTzPJwlzrquVVJPxMhmpazqT7g6xsM82Hpr3SRjvsWXQJP/mSy9979vfevr5d7c6nfPz+VY8GrNwLFtMNw4YdXCBZEwZYFRRaAzXZdsHlkSkTFve2ehP3RkjjwyDuHP+ThP87nWnIHW+wxQwYkQyI19gqEUQDAuyBAPtt5hUeix5QgZ5dq05kHkhloBUImy9jYzMd6+lG5Nuo1tlbSwZsctwzJIMeoumGMg46KyMCO1OvfZU2IUBaD64IgEMzo3mj4Q3FKWknbiCD3KCbbG//lQW0kQeBMmaMiN5eawc+obTMKtpjNE0vEqKzl5lc7++vVMjUIFeuH230dmrbu/VNw9qhrkJ+gFzrLJglwQvOldzWlIGcQAgsgsLdhvYW0wP5ukc2YnuN4yuiSlq1qCsg7c3d8+M26dHza1xDcXO5OU+Dk92EUSAoiUA6WEX9tbhC5VkFU+/45396webs9Gu9h3wOisO9lsay8CJGPmfWXL0J90AfJieJoUthJQXsvVuvZ7V0GS1SThpLSf96ef+5tvPR2lvb2+w13ejYHs4uXu+OsGkbuerCaEawaKepiP2B9F5zhzGVAl9YtyYlatYAWYt3v7oWm3n0pjQE/rLxdnG9bB/0J1tsmgXNa/V+ta8J9Qjg+RLR/xha3DUIDvzEnYksgGqtmIwNDPMbVloKKyNybCZ/yNxVl70bBE1fEbFyzn/catbDH8S+trKqt+tTE5NX17uPdHqnq0H6fXFfrFAKEIqytKsHJQq1woZVCKZFCkD1WXs8Kca9aFeKe4Rug2fiLekl3grdxQZ+Km3iN5UqmfSxikJ/FZ3XEPedA9QRrCintCWsBVaNV9yoI7UIOC1CGj3KCYE1pmurB6KAR4sh6KggzPVPBYx8UT8BH/SORNn6ybHTJCdFZJOYxLh/KzPgvbNCgb2IeqAxoAtuMzFTKRcT9wDBJ/Pv+u94oD4y/mrgyKwR3E8LOKqG7QKt4sRXi92QJZpN11amthgwxSlO6ZeEYD0O5IgLf2pt+ovo65zGUM4zSv1kEi7C4zUK/lrI6Y1CVBY1Z1hiDnrb1eiKMZpwxGBmlHyMUdhxoZXGedzjMED9iNatqD8E353tzHMR8gIYZtuwyDKDLjUUQ8vFicHyfnTM6yxdGXRD2kTDaVA2i+CFVa7M6XJk2EtulqdLsZe1a+H1YjF8fUh8SK4BDh4Z9ldFFOrltcWZ+Y/sXerib8dVus1LSuhQ9F4GmvYBSGBBDH4UJgoJDFiQywlRjnkBMHLJeQgDAUuD2AAJCxfZlirG5geFuLcPyxevFCJ3YFXYH2cSiIez9jezA1rwaxNOJGsSVjUCX38qiEeD570kZboAZlUZVepdipWzXN250kcs6IFZpYnjYUKXjJozNvDKpCgkoiuD3BH44LH2uEwPY0BD8W2gVwfKAGiUg6Zht8ElbwA0yBePv3XPaTCisVjqMCkkScRMa1Uha8aeWgaq2lqOrkmyYQLXqIagB/7DxaN5kFrGfVCYtgWtYzjaV2EP/6VS+xeMEbxBrfazcpieO5gcJvg2aSVqLPqfESQqfErYxMWnhVF067kd+z5xSkDG45FJgTwMXt7Gi2ThWqnk5KP7dNEFrAPqoBRRFJkP3DAxAjh0X6l2mDp6CHtTDcvGi0WN9UZRXfutKLGhK1h2WoueQfRs8w4s/aeRuWTM+NTPzizOsVJ6/loOu9bM39J4CbrFpnmjDikroaZyTaWYyLDTa+T8OVGlJVqEnMI0VyGTwSnggXEbrCwow339U6CBhpjBTKB0OlV0MsMjGkbKotX5IJfxPEmJ/KIMaM/JRZHxzBTAGIOO3eJeTfJ2fAGrlWZvKDFnpXgksCCXqWVDv4YjYLiGRKUE+vxmpNKHYlImjN7DZkobjE4OHjlRz986rkXKODEBQyArU9eGLg05/zs+97ZfmLTbhYXTkVPPtO42HVbTYmgwdYCxxHpSmAQM5rHNx0XCrfHHrvVUj1aDIdYHWd2uCIO7JZfcWtRCz8Hr7B1oUvgn1kszk/mj09me0F0p72BF4xZJEa4s3raqy2CeIeouyVyCeqHVq/guPCaRXwV+2yPi/GtJUgBWaAemImlUpxKABlkm9IgIkB95qvVVZkG1OaXAhQbUE0U7kviwfhNPHu+Mzo3djhom7X92AGEUoB+1xpdmODdJfnk9ETLGem1ZpNa7NnuZoOOMR3OsSuRp5SKlKO3UDI60YgV2AXi8gcxSKA/9JQxZYRhyWF+GjlFLjilzSKEtGC2ucV22qQHrfTMkj9olLqGjCT+IdVAbzxaeePYHSfFwbxKe+ea4oCV2cSVrYoEiSQgZoMddqOcgNWx2Av6gNYMf5oUohNmweYBAob6DP1pLz6fwt67fuen3/uOGO6BC5gEW8k0Jd/wBG/20+9+/v2//ZGoSxwyQlACkaANwW/40TTBbEhRmnswDbtEMQ2uoCUpctIxVpjVV8yFvrQoXmEDgzruFptw+RnOAwZ4cdra2U8my91uB4k28Ofa82Jxu5LvtuwDtjcAGA0aOTZ9uUJgouZ3W9MFMxYMMZmup7n4JZG70Ac2gQQLrWymu2O+7m1q8wR+Aq8GC7bV6owVQCmmMV2ajIBoFY32qMWKSQ4ZGTbVh9mLYr/hsgcV1gC2quYmivH5MavpIOqTfrfeYjbNmg6J7BcIdPTpaMGWY2ZIIpexkEm5XEbQSSvpTyJT1g1KAhaTLc+TEkCsLHEMZgqSY2un3j1gFIMgUCmGOGJvIDOYpsW60ULJCCcmctuptCrxVGtr8rqnBan0MokiBsmUYEXsGcC+b+xJQ6RpLUjqbnCugbrh9G+1kPzIYIAW3JI0YlUM3xmjtwA3j5B0/8U6Ky1PJ335nBuycf/8i++Dj9obm3//mb9BEDMmAPqNQRR36U1qqjqiLoFFCQT74ZRPrmaRGqVCmAZqLatDd05g7U+nLHZwXyA2CNMy9DIM2mQVnWlyOtbFnPEXEc/sY2+dq8+dJWGT8UuNx6KEYHF5L6LC7zbqTjJBVailbJ6CI5Ha6eaCVDygJjDBhEfEjGKkp4ndjxONFWUNC0ahslRK9CI4W2CC5rxRG58ftCa4PPCHsWfA7SbQT85OGSI37zamnWmToDUMl0vMonpPOJsv2zvMkyOzqBkw5FdRSezQAQ2oSwQQDg77raSuhIhBlW6BAXkttqIeRrhOq1fBm4FQ6oxqtJHOsUEYlLyOFEvHQDiZW4kXNUXSg1CfeUIYARQPmBKvh2mTrQWziFFRxFkfmgpmoBzW2V0Lzx0OShfnuh+EzPUkw1XRY38WUVw6CAYjMSGwQCW5B3ygxdp5ee/K937yzDvfjjuXlOtL+2Ks7RgxAPDIEMP3pbXqb3vney5/8x+Hl4e45OeL1eawdtBhRbm6PDNDqlR6lR8Sd+zdA+qIapFRjPXMuG8Wtt0aTtmpE79ECByLjRutjf3+crViKqL22JYd+pdG8+WtIZ4rwFxk1m0ONUrY/4uZcQ8DE/jZ6AfDlqi0U8OmenXpahOkQh8opcXgErDlEgHyLD9z0EgqznzaamzMeKKOzz7w2IRGBtA6was4PtnoNKChbUGLSZ8od60Ywv0KU85OLZD+4gY50tgnLL/eHD0Xbjec6nyiuDuaCRCkQCbheDDFUpNwI+D4zUvhUiQQS8MDYh9DFL4l+4iBszd2qjSfKJaNg0jBeSSgFOwxyVHxn3oGEAMzdt4KjSQ5aoVesRERSEbEPDP2SBdnysI4OInOiBCz2EBPanmRiuXmHBZQwCt5b8EaVolBYGGqp8YkJLNSlj3BKJSQNcyp7tS/3fubT38+9+KnnntRLTm6lFWGGM+OrvKVfuGEztJnPvhu9mpCKbCCBB2/PUEH0iwjU00fF05d+1zaOdNrbBDMcm48Obs3P3eAS4XGVcZeY0oILRyfXU6tlwrnlYrGSJ0qM2eYbXnajBrtKtR8zeGIlPRGEA79U61lHSsEzz2oM0Y9K+O1DlegihzqZ2AQsSndpAsSYaEz5UDII6G3gASVoRQEFf65C2uwIQgS6kVKnDrTNqTkNwzXaI81lybCqjnNnQZR35gybsWZPDYdXxgzRXAublxmVh+HOqddGhkuJLNgj1B5I3TJCHORgLeSNYKL/6K2oTgMUyZhwwtnY18hle29CO/T3qmZdFbp6xCrGHaRoSZv8mFZaF5JY4q3GNmxHNPB9lP5cgYHc4J5NRGazNlaTo3N4the5l41TFmmszOjUHQokkzuGXgxcKJ2pdKuhhtVB3fOqUrWlCcWq84IbNZP+aODwcvf/x7oOn5plsBQQB/lCzVOlyQ2RT/33vexbus7n/3KZDzBIX1qrGmOO9tTwi9Q2xidkA13fe22W5k3724trDNj7ZCC023Apod0Hp3bUJmH+DimtThiox9vo9dxklaIm8+ho6RWpd2OOF6s1R6JvE7dHCuA2EftICkZZkeR1+MYt858c4T3V6MjEM+wCygxHiEz20JBDKOtRHEhLk497XelUau27lGbIACGrcuOCmglMtJ3maaQc9eyJr2m+o5ClCUfMKMqtyvFaZb4U5XkA3alwqhY38NgApyz+hM+oSLc4BipgU+nAhCZMgJL1obIrnvDzdwZJpOcEZ/aW0TEscKijdOIiunqSCzeCCq9JxUjKY2DDO8ZKYMYoDz25VPAIb351oTKag2z8zkCNmILEo2ro3rI9tESTBfo6tZqn7MkKMUUASy6wYDxmKrN5tr9N/PQ/FbIFjg0DSABznANkNOQE9chx/AURlkzjUkkHgIqd5m/7f3vhNcG3+uFzFxE7vai4QzYPBX/OyaUpirBaajN74oRQZBIASa0C3uWr4K8IsvesVtzIrRBvldd+tbKGj/e7hHI0U8shsybxCs3t+v1Z7xiuVGdsslrsowSHwMLDzzow7M3Yu8ty+u1Zq2hz5lY6nlIFpiB3kQr6egMow0loJF2OsKKItgTrKuvY/RgQCnOlj2EIYVkMjixrEZzDGNDWOY4ccQJlYZfRNzcauw0ZmeIyFeIA0YFBdwuJkRgzc5NaTlr2siolNg78hwCjrmh9dBKsHFRsOLSm4PaAZaSapU5T9WtA/aVlKebeRVkX2fOkQpLOg+rPwK2Y5/J5+Ux18I2t9rrQrNNYhfpDZuDF01z8rjq1FG3EDlwwCvMRduQo4poginON1GXi52ZP2d2zS6aPqf5AJIgILIa5V46AWB3Yo6X7IqKg1ueCcSwyiQY7dTWs+98N208zjaHK9xKPjrBNBAM1PMKXD/3gXfOxqPB7bGUcGCdWhHMCA4p3rJnJNHuDOw9j+eDfgcqDQOq0+DwYWqaEQyDW2+M1LOY8CEUO16wRUbhDPL8dL9+UL82cZiOqleDJ4v4taY7nM9ZBqyhM6Ewrj/Da6FVzVTOXCu9Xq5Q+dHMRRpm6WkYEzrQgEkwdjmrotja47JdcJUIgHFHeRqs0Mm4IQd/5gPBgZ5H1pAO2iNc9Sqv3ayZeBjsVqR5MT09Q4RE1yvLM3NpF+XWf6MjxZu8BRjdwAy61YCRyaBoNyhW9SGGEezFDMBBDSc91jBe7eo+e/ZnO52+12FiHMvd2SIQDihZcsAybMoHeAoyNcGiWmbAebX1QEsq2GUJbQaBcGKhHLEwiTddrLxGxT3byKZJdmeJlSqTqx7Ep8LJ7VmDMDO6EgVpKbmBlhH+YqHOQsdSvYKZtuPhyM5vP/fiu0t/jwFBH7xTC9e/j9+DXy6e0DWef9d7ap026JMzn9EakdnNIGhHUTdCm2KNMHsMweipmBHSlHDuheUyYIdR7dEKHBCFeoj3XjJdI3Wc+0NORyrY+sIjJmdkXXOjf+Ckt1VMObNqzNmpe+MxobhMXIZxwM48DPjkgGHzH016y+pkhIn4NF2AMYIYgoG3CO9Fjc1FqZLx40FR9vSmX4qRESfq6mqx+JHmIw9de7naEJza/QWXsz29OKPk1p1GbacBLzTvNBq3m427DYa9rdsN+EdZKQWFQquk45C3OjBHC+3oCTKWZbsRfb15N4wQ9UZEAByJCVfQnIA411o6aQ/zPLJ7p+e9Lna6o9leASWuFvuKv3UJdhrLAIIJANxRSF9iFllHIIFqO/0YUYE3Frr7ZxrEYzs9tmAVzsX+WPTDGCYv2NCJZyEbCrNHPizCng+kEh/whxSkJAoksIoDEN0KzZFkE5oMnwBGaWsJJEF29KJ8vf5UD0uKF9793tnefDadgBHwAs3ga0ZEfo3zyxS0gAekux/tnV1k2sAty7Yn4e1oxi5UTg2DkG4Xef5gOWUpSXWX9rWiWWXEEGGPJUjIJjZZDebFsme1K0wJbx0k4RTJgj+H6Aba5hdxjYOg0fjITCPDPA7X0bihYCEq1GfpAROHtCsrgtbWLMAdpyg99BFzoqi3BZ4r+BTsCQUSMLoDXbNhEyXDEpg8TrRc3jCSZoWglK+VExpx4linIexAf2424TxVsMtb/nFxozwqGWzygPQIdYoXLKF18wxbrVvDzSURHs2DKtNtikEx9hL62qrbo83VpevdPuG7hd+8HRDawRCJjdY00KYU0si+kk3JT1WFeGAUDlU8DoRQ/fY4Xo6W7MyoQf8Z9ifLigM6jAwwAYZPkh6OF55JyciKtp35nkwE4iVQeRI4oMVMoRdINZ39YRO29til0x98+9uoTogy7SpvZMeUd+XNic+SjQw/Wc+9+x0//s53xsMebkXxCtyX5hxRoEEd4rcaZOPVxpgVTA5iFh6Dls3QH1vpiHF5btX9cMUZna74e2MwnFeJLtRARvuAGH+KgJsWGD7e3Ha23ezUBG6PbWK6kXPqSRs/2mJuJeDIwLY9vrPiDB9WNCIYyChBgk+Hc0GYP4TPpmlvETU6M+Y3aDGTGWwrgEaAa02LgFeYh41B13TCIgjeaHiZLLQbDwxRv85RWOaEdI64vdVg3mD29IyAt+Vpdi6Cf8zUSklOcR96yBSJU4NdqHuVAZtIZrjjCOBCpqiWU8gqgro5Cpv9FbEXYEWJZLmLLiw6cqKwok1aJ49qIBb3l8a94miILq6gkTLZDEtaOtMX25fdhlNryfa+mIPEbDb9iFX3c46n0ho02os+QmSo1XAzKnu1wklGt6FlGS0lDoQ07GrCExidVPCib59629mtS+cWs+HTb3+P2Z5CdZYX2DvkGH6v+Wj9rnxyxDQI3uztv/z+6d6X5tMZ6gCTkVrjLkyO6EjCkLNl/NR3WEuPXgBHNA+rplpzB90Boeuz3Y3Fgj2Wte/XyN5A/iG3gRVtoRBupiCqs820KQd4moV3u6vajFNexRCwBBQrUlZG11gi1mYtI3vDyL+CoqGbog7oTIHZzp/1epUWW4KBE0Q7/hbc6QpYWGpEIuUoaaB+Aw5zlpaASXVdZihED2GBNIIGpQfDShOqLeOLk9lFBfjhU4KK0A3Wpw66KW43dshV4VaxcVBj2Nwc4KPUDACBlSWRpU3MBVY2+5wCb6ADcubemWhkG30nObPfdGZssMX87dL36vOhYRY4UdwiqA3gKo/5kIDwBM5IGCzxjxZx6rK5FQfYY9r3FggME7PkWHBhh91ACUO03MHKXuC2caqn6TasAgdvSsANdJCrwDQHN6+zbTXPtX/pox9lO1KzAEXsoqpL+I9zTPnoxOc9pjEDTvrx2z7yS5e/+8Nxf0gdjG/DeaYzbIiooN9osw3brDjGhrMw1AvEY2Fv+6CRwNKEvbexdNHwq3CboFlh0YxPRCuW5U5D9tgSghBgU4IQ2ZFSY2BD4Xy7V8drHTZDNvle9tDiWj0K6UppRmHDdFb1V2Hg1jlTQza31ANthbSYy/QzdIQMGDAgWlhj/LyTBtqWsQgWTxCwcg2rmQgLdTeBgbsQiwkZ+uR8dnpBkJuEPEBLX5ELo0dGwOagihTodxdM0HR6NTkFHYvoFvlXpM4kgWA1MCnciyXNieeIDNOzmYVGwxAdwO6KB5XJcpJqa3LQEjlM1yvCwbiqDy0ndjypBcQ5JNNVhq/FmE8EyTNRkE0Sm3EmRibRr2fcVU+rMIETV3swomEMU53qedtj39uBXTnnrXqAxEGKMsPE7fgF5kgdJJ3O2qg3Ws++493lxIagNkxDC+CzezKmfLH+PGygmmhaiqFgWT/55j+wHAn65kj7hYa5AYOYAYMzO11qER4WMPjBW2DqYN5Y49vOCMeZk0UFgddVrTDKDpa4hxnfAKqzsBIWQME02sOSAF4iTgiwTefV6zVGiuNzGA351m6V1XvI8OkBK/lSLDb6CRtLi/1YwR27qzgPz8ybNYZpmk+hX5UOWQ1eysG2/C6mo8BrtjUZNWeTBg3TXn7srjtLUoKqjPEhLjNSiAWRiIIRk6XbU1IhoDAFQC0E5sKfKLmkfV/w1daIMWn2I6QZDZeGMjKH4iXWxHz6MtWVOsxwjhhJ7ymWwU5aY9O1+cb1luxNiWd7uDFnugDCqj5ygGUYnpMu9mZ0g9ViGbaqtU6DOjl1A3HIWXPSRCyQoCo4nXHZNCUuuNkq7I7vsO9HK0/xhBJ5VMFJI3HFf5SRi1eMOiGNPJBiAR6rFQKzpP69+0dyjJIcF0f8YABgWy996/t+hPkkbw88SJm+wqsVn6H6pAx5JqzjHOPsJCxitvbXwySLKtYZtv3HQGVBLqcxEVDw+CLYIVpAYMw4m0Jd2m1yLC0E4XAQtyAmnmo3pnVoTygu5qfUCFwhw0VNTWM7aC1Cp6hHGogIKk2qSOQJCtNgSGNGABIeo0EDY2E8ZNpPUzdiWoQCPUxmMUIBioot+D+8OCGuaMGZLsRPqiS9QGzJ9wyhgeqgjmnCLZWy+EPa63A4DL6N8QuBEf/gitEvSNE/I594LJiwaCUM4xnGk0C85G62H9PsCAAsxsnW3RotECpBKmxHIqwtlkw1I3wTyDiWN+SrNJkSSq4xDOMPPLmwVdxHAiu6iGkXpn9r5wlSzpcDDfpJs2LrfK2IMv2qxpKMbLG7YuTrNjyiYzO29NcWX0B63wWKAIRHb8AxZSbhS/UXbjUvNiNn5bKiLm656WDJuX94rFc9DiOz0KaMtA8lDY1EPcJDmH5zwl3YDRtPlNRIaGVsUGJcHvksx3rzWIPVIp2jaGIyNLGOA7+Pl9jNEcsKVal5CTtwAUPZEC2LV3Cr9sPNgm5rCj8KRUogPzf4hWWA2vwXoYxpVYwGzcW8zRhY+x6iYrBRVCK9V/1NDMRP9JJvT56YTbYneo0RgNkNffiM8+5OhFtla7+GBGr3GI+VwStiNTMiFieEDc5OYi80yQkMOxxoHE3AvI80ozSbgVK1yhhyK14WyzILcI7GURFKTCbzpcXxBxygakYQPAH5DFH9quc3IodQ3bYfLatsEZvMiG51og0rnvoJk0R2xnE9ix5637OmC/xUeRzs72ughAN8eOAEc2vZwxhx0FacDZ3bcfNS532/9UE2LdA2ljB0ljdabfG1kFGiW0wLbZg3IMEbcMw6D4hAJNgcqpBaac3zFrj+C/ZdKtiHnVIibzllPWEatpg9zdGy8oISc0/YDuDV2I9Pe17qdAKOnGFROwY7+otNxfYiKFHX1gOylG02ShOR8assu/uMoQQ3Dmx5UxjGszVaxSMUCI8iIzL59MB+lg736u3TMzYNRw4Bp4hPpIPpnUdsIdE1HbXmc6artHBSRJNvw+gP0MI3VJGSLMaPcQxNtjxDt+gQAwPXwk+s4uvuVLFntV2l5RLLIoGC7x3hSvu5JPiYzQmiNnsRMmPAiI+ub8VNRgO2t13FvrNvTWWUGCqQnEGKU2HnTagsxeTW2WsoSXdzp5rObs39aldgwShCjfjf3sQTbsUDoq8ZdhXpaAXBmZ2uXSjcujO77ROS5i+LJYe1VFncmfogEi7FS3SXYwShgr0aOzAZShhBkrAw4+ypF973vka3TqjuEWtQmSjAPDR3pmGHH7KUzfUGHFMmKvnmx3//neHdAT4TMwpk6x5m5Nh0SVqAlmOkgvN0rkhSZr+A1W1YXstbHmgiJmxEbNWvZWNty5mF9Dkiv+XqxmjHxGEGwaBGTGNMH4lZGAUsayjExoM+5p5MFjIaaLBOwCGc09yY7C38Whn+LlNBkzv0X7iKkgEK+Ah35hz72bTBxAbaGu8OMONSonBIrokCOMXPJ/CKn8222JYMEwW9wpQVg19WizUxrVp9Do9E7BUbbBZhOJkBlhiNS5wr6YERmrZCbaaBn42JVownxEyTANzCU/yiGIsMmttq+fhhmW3AEIwb2CwJRy0lAw7vYYvzzI2acC9tNPBJaVa364vNMJnEIUOeVY47DhsgwDOxDZac2dJN4OFpWi28ac/Kqq7F4Aijnslcpo9lOztTzIQ0blxovf1DH7JZQVQU9Vb76be9qO4JWsD8kUThZn2v1ql9khfl/ZviGJKC8Ss/+lEvnbBDMctZQamkJ99M16zwBMnSBPkYXwzC+amoAbAV5dEpf3GHcGtWMbrpnEkRsIdlIqPYq/iEQUFaSS/GqnAWkMMI0EH2UEkGdf4yJdv3ovgZW6K8oCikr7RnldaiW0ekaY6EAmRCMmI0jaSzANJs3J5NW+qkxHaa3aNUOi4aiGxGPsPHJqxO2WSYg6OrcBu72JJyAIkbCohpm6A4ST6ywApwUwmjOEDI1H8xAo4DUDFPiTFcVTlLibWWeYXhOf0B02ffMKKSs4w8SDdCeMNZpKyvI4qHERUu/v4ZvJ5NBB1dRaNNGJRqadjpatYInLSo0wew+nvsZusnLTa8YZe8YpL4OLpL3mUzOXvChjsusXmwbJvFX8w2YPx4ycbZzrvf89HmZv2pF14U6wvJoEsxLQYoqhLTlPflp9r3wPXmOMYufvidb4zYMrsS6vRQGBxrkbmhMctRoBtnB3BqfO5H8BXTBGyCjexZZlNhkePUg2a4OFhwchVwxgPGlJgGjLYJCCEBZg5dgYG69u/TmSBacySKYDlwSZawp9wAP54oI1ZNclaAUzLzV/Wm/HttVDTcq7khcKDsNJgyeTVlanjRkhUTm9BhMlInhTPyR6izcfzF8fTMlHUetRqHlNYogbyqX/a1YmkFhEFvaeGa7MKnlJr8sHKUgWy4iFqR+eGC5faezS6PkcM2Mzknsk3Z/Ewa0wg/Gxc5E0AsbWU3ElQa+ijGXVuvLnO2ldYOBIoio2SqEHoKDuQVY+OJxDQaMlnCatgKuo2MGCtTdpggHmSe4c+dY74zdK0HNcI3/XDewpdKsNKqvb3x7K98cJMFNG9/EUjhEjXqYdeaUSRl1SC1/MT1ZjgGyO1XfvD9g8mEI+7Yn1vLe7FTMM7xI2UrYiywM8yGBhDKUkglA6jQX06Zuw6YkWUzMbQSziKCQdG7IAQKujpKGpMHt7FAojRLE28m5AVNJHe+pX3zxQoalbFfpgRdhYlyTjbFPMq2OaAPHmKpItNvMJ/+ia30T0QvJpP2fNqUNUBMBhRFSsi/kuN5Ri9Mn9GCy9kWRyZ3m31NvEubsZmImAR5J6Ip7BcVRvcvhQgYXNchdjcYRRzSOaWWgNkExiPssCOHbP/F0jQZr7zFxiW51+AoA9++M0t3pkGH9TyIDNveqLAnTzh3CVhDPbK0W7DyiqnYbmTPc5sdgbOlXeewP3oV+PQz2BFfD/u/IMlXLsN6lpSpjtNRvZIur7O9Q7a12Xjv+z+E8Vuv155+2zsBlznakvwlK5wQKsf54/h9mWX9+cYcA+VAJlvQMNin7dieWSdyiQRbpARq+HiY5rGP4cKqtunKqdFrPPqQZMaS2e3EYkXHbEXcNzvO4XRKJ0QakkbWiGQvwxZ0PMcMJxmDRjNfiIVhUIYUEX1xnkrNYTczj083HVnLKMD9jy1LkBfxFAEJliN2yZUrCLVByeNhG9G0nNexbdF6MBySQJzK6oLImzyOXz1bcuKNnZ/ewRAivJ50CAzDaEAEY0BdCUsWryiqQTwkZjGakp/8owXUJtWm9LqUoqAJMJCFVhpRmVU5bcUHGj8q+BKbKHIXLKRin4pZXImL6cG0WCyjS1sKpQs9qRJtdgC/WnJJnKkyQ8euPe6IDfSs9O4EB0PUqDL7vai7cp87VreBz7fwqtao54S4g+JJ61TnfZ/8lTSyuggVzBR5PDBUGFsAbgmobo6zi4H+zX68MccYVCAniVhhdImFyjoUl2l6RtdsooMflrllpsGYBuHGizLt34/zXmY8Fi7dmCh/D+MDpSO5gjTCekWiDhfiAgjL+nhMHBYbYtLg6I41xpNfQYRgMSkHkfv4NwhSnPmUsahU5h3WY7GmepGNR2x9BIuQhc0LQYk1GbTpe/NJlTJQFxxGg7ZS/A5ukbq9t4XcyybdGeMl9lVlP7AN+VGQCLJSkHzodtApm4hfTLujpBQRLEgMF5VcYnhHtZGJz/JPbCQh43i1U/T+zOpic9p+09o3m4GLWJyZyu6s6LHArXCUBLNtBHx2miGRy5xYSU9BmFEdZ9pyiOC2pLKPyYi4RUriL8/zSrOqNdXso4Wxk+etWupMssqmPbvLz0V7u/uOX/lIvdl++u1vp/k0xQgVw+hHvFLyxesonTdknEdyzLpQsAhHvu19H5je/SpzijLhcZHofDo3rQX5bqxIYcyW4RxEMmJkNto2Ryxhz3otH4EharDOqMJEMEls9IqsE4xgTu1luzZxzzxosnc7E2+KbYDUCHpErmwEZhCJhWUDxdQPGyOG8y2IQeQbCJZtKAt6tdhqbk5He5V4xUnieL1Ajwm8A9XMNLAlYpIdcARhNZttxixtr+806WSYtl3mfeARIhxgivIy3VDcQxkYnXALkwyGQ8S+4gpMOLEPr/mvDyST+YSrgbnxhBt07eHYcBmDx/08obfg7OFBYKWTzCc4DtWiuQSHI08oYznBByrJKr7EmcCc3SYbG9nBHbbvtcIta7RPzEeas99+KyAyZqUxBbmJGuFAcBb2LitB91f/1Ueb7fYTz70dwOW50KhETaJBxg8EK0uuHzbz5/gSx6yZ48FyStkFip552zt/8pXvE7iJIlqxM4hvh3SXYZ7PkQ4pkWNVY81QAqMmBdCAEa0CE56RDETpSFzj/2CoZLo/YyNojiOH/IrdBIeszmLhG2YjrIKvQt/6ZxasxI3qCpllDhhj03B2ApLOov9xJavlwc1oNuJ8Uuo3c5NGZiAC8Drjpho9NZ1sz+HC87utjWGNLouCMv4fo4EoB/wjH8QasAo3hhcNgsGxYQxhSRIEbzsHye6RCL1lR9vFcgcSYbiJs2sXmL5hhxkv3qFnocIt/PnsU1dZWbE2wWERlx9MtDAQoaK9YiVCZJlguMG1MKJD9M+piFO5gj5e8cwjXBf8zlYsQk+bXtiJMG3DMS1OFhHs5Da6/rs/+rFmu/XUC8iVklcOybhmj3JgXLILrRCN1u8O076Fr/tkTFmcUGP0XFmMKV3V4EulszJQCVbWquWybVCAOK2Fio9jEV4bRyf7msh4BAMc9EFT8akIERoZyXSl2XR62IL5LmFK7iwF75ELtYWaZ8UA43KMJkQLbhgsjxFFF2w3n27X2VmZ7iLWkjkpHwNUlP25WgbzqZkClEdOM/ak9LU8ikMgJADovbXdJmP6zWkDnQ7lTTcx32okljaASHRgsYk/xOcUT/m8RIrQpbU2r3qGMZ3t1e2A1fIaz3OkBc4n9lEqZneL2hkr6GKo06Si1WbFYTHfKxpP03mwntlHHT6U+lvi88TUkXFFjdjlOGBtB2ndCu2DZb7N5gxuMEiLPpEJxEH7ExxX25bXDPFIAWNytZ/OWUfiVtuVTrf6/n/20Rfe+W5IZuSKGnOcM8qfJ/jjxE/leSuXOGZdxPqmLIFOTOCm7k3nI9QWVkC5zhGYK0aSIrgIj+GCVxQsMPyDfhh9MXNJvnwwRkxgYyBgcGfxi2EEOZQORqpoEgGlLiFEm3W8OgXSeHb146AFTQKwR227yYGGJBd7IEVQIrALyYFrNu6wGHIxCnHCyOnH1pvwjG83uiw8wvTSXCJRKNujhrhYulE7CotNTavVN0wvgSHE62XP4wZAkG7aRs9mx0jpHQyl0K2fUym0lZCe2Y5VOaOuVTllVsKGdrQB8Br1gq9wA+VNdXnRi2tnzPY6V4xXhmhFvEAmLhLVS5VuK8za7ITJaCdPu2FIVP3uosDUDZmAxSEne1kDIwBmsNibZXdH0el2tV2rbVV++Xd/85l3vF0LYQ3wZVc/QUR+miYetu7EW8EKKvHrlITm9xtd98mYMnFZKJ/0oePZ2WsCbzZixuyrbzE5rvAc+Ab3LqdEM1c+tQI8syCU/V1xBOsMeAkSYAJ19FF1aqPRpT7EARBUJ10pEL8cqqAt6HOEgjPQwlAMaExeZ5eTIhvcaTZ1FLFYhlKwcNEE7LlKZB2jKZctCogYZYzKymwpCO1sjh0l3c1T+EhqXdwC5s1mlsYwRmgR+k4kqEZjeoVsk6UMK7MyaCOENT2sfTQpist1hhNYvPDHDLZhIA3KKF1cQhhkG1bVL1MKMKrJxdJZDRRkIRsF/iC8NfJZJkJV8mbVkIQuWzHgakOshYOYsXdxV0d1ZKe0srWoKTA+mcJKKaNRySPcW6c7lXalfrb6/t/5jSdfeAH8lOxCvccvQXZ0Hb8/enbvm7dvnl3IBg8f8uC9Mh64U6/TRm1pvkwKjJSpFpxZjGxZVY0rjAB9zUHKHMMgYNUMaIMDKAaCCZGgS1uiMYwy4+RI+xAy98aEKiOHsmkiCT71GCsOlzVTMcOwxpyibGGmMEEo4VSMXhhIj4ctdMNixnaeaCBCYUgCmbNKQ8FPAcHsqAEsPwqmaCSfJgTlIdFP/pArjMBqWpmCPGArM4a+UIUITywDLRsAXhQlW2YS7MjeNnIMKnyYlTfxlAII7RY1Q44mPMiDVV47rQKZaqAKCT92rd4ncKmYXc9WfcGw2FHd2XYFRy2mD+tBAUcTEA0dNwR47NXoE8cPcnbZRM2xz9ULIoTUqjy7PVlMF5XHOqRCDOEt8k979W71Q7DL8+/AJYH0L80UsK0G/tNfD5ExD1YqpQQTCCapDzqP3SNgnQ22hCZ2hZGlwlPMN3oUFq7mCPBMCe9gU3qHPfnNYmlmE2EmGkoWDwyWqcpVAUk281aTYtVhY1kNB+RHgODJFIznUTif9DETvOWcoCC4R7MU/CNSnWEz8oxNd1Uj+fDLGD5CMhhpzfomp/EkYgMZB07zxR4ndwV4Ptwho9ncacQYPagh9BhBqFhUZToJQXzFjPPhQqQgAsvIKbZZw0RbTeECp9aEN9UpqItRFd1kcafw6sXkGgsQRUpErMNpqB0/qxM1Z4Rswy9vhFJwyjmwI7Yg1UiekANrm+lGQ3h9sMFqUd2oNVk3uFrVNqIP/vbHsaOrtfoTz70NNBo4/wm5pGRBSHCcJbS+hBcnnq5T3HteWO/6lV9d7n5luHMgm4BYbsgOqtRmVI88VygDOgp6hYE3Q2UZtrSJLopgR96z4QDuyhUhrAxhPEYBUh6EtsM0PEHf5PkCh3CSNbT0DfEHvo0tYhfjQZNQxOWiJjuEcqXy5EJtbRBjgWSTE55Jw5JBqxdMoJiaJaln5iBsnBaISYTNctf3a96SLWskXRSKsNwbEd2Fq6PGSCi2ltqdCXElpx/ZxQ3817DXqDVanRcbnUxOajo9/nr1c9JgqlvzHXs1YO0WITsoaHu1xxSiF3d9ptopBJFVIp/JDsbYcehUGDJvsG11mnfc2Q1hdYnwTvKIYGLPXoZWeLbJzih2f9HaDj/0id969m3vLOUIxhxwAd+aUv8UN/eof6x0yZgHX6yfrG9ACZtIf6/59eTGSiMZugnYxDIx/YXNVoVY2ZE5WoshqIQqnRAhwQ3dF4GPHDYRqbRSAoYADmaUMG4QMBbRnFN3Vd3esKfTTXhiMuf0xD7viHUfD9rLeUOJNMBQv2pssvWiPGE6L1sTMagKp3aRkCJV7bUgoWoHudPbWe2U3IBcinChEJwjzGglFmGVcxavEG9Qg+2s6pY1HipOLxgoVALhB0fSGaRdcULqPC3y2lUOrGLZQ1PiDfgFVSnPYKlVPt/VmvN45HReFKtNWUlAGCtz3EkapXasxcToL+JgilpL51xnt4R9NBRaNWcdq4ghuDk5DlUqBw/rkOZJ7Uz1V37/t5584UWELtWqYf/nXY/USmteOYINIzGzQ+ijfyAREx0nutB62AD0B8oINJRzQlJJIAJaisymOyDYKY1F/xSF9wX6UdLIXdbdaTskliSt2Uu8+fCQ5Hu6GvZhFG8540gBKCM2YD6h2mDLMfDOgjeAQCvZjcfYBo+oIg2oBA6zu1AycwavLLAkqtss4NFjZBjvGdp4dcKJ7dW1ontOfpT5XWLkrGREwDrDs8IljJ0RnIkbZNFhMAMS1oDlTAPXH3eChtjdoIAixUM0U5I2yefXCepVx0FALe+g2pBU1ort2mAt+hW9iMbndrRMm5uJz/j8jj2tspVF7vY5Hy5ItuBXTVcwtNRyg1VSndGIZXuz+cu/9zvPPv9ODbNU5RFB/k/6FsfAsyf44/iT8r5klBc/+OHJy385GU3oAXQtNUB6h+hJhhvCHI8wYBkt47jiDfMDSBGRDy8kCDMKCCsStTL1iGwWgTM27qW7jbJ6q8+Et2vPh70GRS5mHP8bFswaMlbxnVqd2XLyE5iA9irjGRgBi4cqZ7BUivltp3pWknpyHV2WN86z5i1vP4WGoHX0VigtuQE7xmMIXFRPW2ELT2uxHGnCYTYwY17k4Bl2hoLWGtayZLjookoLhxGvggawj02PoUC1RxKChs+vS9RMmXk7K38CfKdTNUBHfxF1wiUjL04pVG8pNjbk10+m7nhpT/aXdpf5NoctXlZN5jzxX6O86JlyWtWI3mrhnft4rdl84tkXcG6WFarSX+glgUrdb/oSx5xglzLvQ0t54u1v+8HWt8fDkawM3FImM/npFuBHTdWwSKMkEM4iEr7xqWBLQlo1GBuAXfMDjolPWPLYdWKsoUrO8MDNmTsiYsIqOH5tPq0iPFguifwYPzlOOYxjp0FcDlpbtidFG36UbcFIhjwSQLZbs6c3BVFQd8Km64ZW+0mOUFK9GmdoEyuzEI4tnzki+XThtazZbTszUSv45fDPwvdxIywQnEBq4CczRxaxq6l7ppLNYmsnraLjkBYCw/ylxeKWPbUrLKPMOf4PkxyMYirLMiPik37C71LD5Z1Obg2zYMMa/EM86wR2C9En//WqWaQ458AbzWDwmrKTXNboBL/yu7/51AvvpJi1dw7AfuHXQwn9OrVodM3rktGOs866oPKVioApNN2jeChWysoZyviodMFpaySjgMQ+Ci6RQaNuJnrJNoSTEEJZMXLYcapoBjP0TauigVSyGMtY8K3JsJvlwWyEXhJX9J8esd3xosMmt506nlZ1biQYozPgkPeEaYS0FVlsfCLZZVU2xKMe0Xqb+E5KqalPzB3GLDQHtuETv1zjCXboRnKgibQ3pVf3CFU2fiYWPMjchpDUhbQgf4iDG9iRLWGUsGlor6jgacQCQ/+69oJd8pmlx1IaLFmVGrPyYyJTK66I7ewzdbqD1BZeOBZIL5myZarfzpvO6TP28iAg7gdPUsIQSeaScMcIDjOu0an8yu/+9tPPv0O8Lhz/d3RJxpTXcXY5eqbvNUvhcfjR179+cGeXKACoRY+gU8rhi5IGy8ZGUaNFbyF8yJqqImtaEcedJzhP6MWsNWTLEN9m2pFREjudwAVjTr9hmM4mq2P2f3AIyzo4x1FoSTN2iZOuzhqcLE2IDKsQyxE7YpxKVlUHXKM12HJUoEjkW40zJrYKSWTEnIDH3E7z4dUYbx6mMZyANg07iD4cb+I9F1+Zdg8lntsluFy2OV41WoStmsCftqN90/1FiNCxck5+iDVTwqgLJwqYSVgvj2uYUSEOHulYK7s7wfXkPLeFwCBiS9zNyRGw9SgeM+fc0GqIvGnHcZHcGq3uDPwzzaLehasIDPCmy+ap6gd+/RPNZnTpqeflzfzvjF1A6T2OEXc8cJUCRnCDXM977R9eGu8NwgZTKSRlUR6janAC8kGWPLyjbE50M2JFe1oVBEQsxgh2DNUeKyWGrp/UYaZFtliBR2cy6IDbxTSEBBAXwVBrsOQaMcC22H5zGgVEFE8ZScs2gnb4SVnkp5+IeWYe2ESIjosbkBi0a05Fkz4SD5LtUOXQrALKPCQaDW+Kuj2iCfMTmGW04hHw2Sm5a3bbRoah4aSMYEDsHkcbuWXpxll8lkmxbxPvbdrM2XNwCa2XUlacD7csstHEPKVa1gW2kJWjEulAOeDEnySzRex3I8JvhTcz3JuMc+I0/U6tUqsWkzSerxqd1i//69+sd2uPP/scbWWKQ9W9RSODLD/DtRYKbybv4X4fj0pa8nj5+f2//fLgWo+JSDqoWuLaQ4QH2oedpJg8IBKFmGUn6bbZa5FuNm3WCbizhpNhlcVM3UoUFsOD1nCIpNdwA4wsJgyQnGqTdTcwBJqDGBgttGH3aOkpdm5jzztoT4wR/85UsZTxblE15KfXprOYaEXMqf7Yx9ef3yYUvKieZzpC1hL5CM+jIoRfldUuENMIHvqtkYAQRT7lBAnBP0P4zU3Fih8c8AMhUjQ3rUHfH+NNnhNvrTjzBYvCUcryOYmJlcmMmiTKxDC6UvSRZqR0zyQz/IEXLm8GLAMgyFBrydTV2C84Cas+vn/W71Bb9Uz3Y7/360+/4+2Uqegno6RUxBtdymy67xslvO/9z5arLOINZAxFm3RQrHjt5Vf2kkFOnDoDGA4dGa8IZm2zxgZvSlFhf8SNQBqZPd2M8zO35ss09NsVZ7AbjTNn5rYWE1z7qDDIKZijBrIlqzd1sqzsVwhhHLmM26GEJJdsJXX3vBsa+9jhKCCsAVyuzCcUBEtHFhIigYrQsad1ipi0GmlkTCZb9QtSdqxEMSMruYVMYyhVwzw4pnHJYYdPYxRRPbPKHFqHQcbcgXihzt7nDHhT210Vfs1a7rNYBrZRGcdm3AzLUCA8gg5BrMAoBN/SRvQz3MC0BX5kvdJluIV3hNgFTICzM8OqiLe6jY/83m898eyzOCPU6BLjBvNH+C+fPeTzrbKL8P7WOex4xW/AMUdJaQbIdxbsm8NZX0Xaz+o1f0HwRoWT9rD0irRdcypwEtDk9qDXyrQWVgNsHHrxgt113IQtTpEfrVJvgGE8HNgV+G+YCiATsbfytjKFycyYxupY2ew73/bYSNIm4Jf9Fycp+1dhGxIY4GxVtNldLyb4uULg4jyubmNrG/WIlY3ZU4Fm8uxJNQh8NUUE0D/9BLagY1sD2TQyQbBYZrY9tTYfLwYjoCNVUWWJGYmbyCdkFYv00sGIPVFhKRhHmFdRMqEOTQ6ccTWcBoWzZB0kDiZi5bC6JDC07m5ry5reJNgZ/3iCOZB4y9ZW570f+51uvfr4U8+SvixPaDPsQtlveP38HPCGVZxIoLHS6zDd8VfqQfRLjlTGjE3HrDORp0Sdq0gGdSbMOdAO/JJlxbnkZk98Gi4nCiZjI6/iy2JXQw5FkexQL4d2EBl7Fs5AACAYkC6MbNApZgqCSAOkuKtY/P6S6G6dzCR+grWcbMS2gHTJwuF8JaZ9UHPsa0MsxphFo1hBmhYQzUVV4CxrO6KDoTYPqXRju9i9tfIrIXIF64R4hmQolyPM1R943Y40osphI4RNi3N2CUbg7WLfW3gMmuwFJlpp9WdFhZlR5i8JjcObzZ7fTBNO4woCTjOpYtGUbVPmVr0bvv+jvxdUOHMvrUQVeAUMKMADeA4BNPAK5je+jhPoDVMflX+Y8PVJ/6jS3sCOOaxDzEJn4jTBYNC13HGDEScGoPAAO3D0zTTCXQnrgE1azQAFeR5FGB48WWFeIAkIPRBqQL4MAPqoG7ciX0G4Dgs1GLC4zG4SPa61SBAGR068IHCavXEYJFUqfhjCR7IomR++O2VhFHtDMugVz8GpqH/qVdZ8Nc4rSxmx0ZlseUsT2gttJGF3uzp1wlADPhIjkK/REkcd7LP3gU6FYF/tRr3YDLKDvjPeY9MjVJu0DSpMEsuxcCTOb1ou28g23cVild6ZWecJeOZ17seajKyet/Z3WU+WsDs/a4Qdh83b5ImoNxq/9Gu/zxFiftV9/JkXjuxw+gCLTIVdc0mivaXrUVQ/8fz4T+7LKt4St62hegOtVJZuipZ5aHEk8g4rOeVWB/fMG4s/xCUZW67KCWLUi8YyQhaT2Bgm6q9GMOP/ZVoWN6tW0xBdtmx40UzBmmZqgSXEWltBLbhPkumMHaPovuSW0YCOYbLaMAeBCsQv4i5jBQnNAMfGzhWuxb9svAvXGKjmuHHHYh2WL8Bqg5GGQ8pgW5tbeX/geiN8MtmqhSGtcRCZFwunu5WNhsab4lrjxK3KD1nsYw5LLiqQizbh4tZtA49ClQNJqq1kftsm4ozxoj/NwkR7KTW6jV/7jd9hC1oVjHEThY899azaQkZFfmgo9PNfj6L6iefrn+XNmmnWAKwTrJ9wc4z6h/eg9g04pizIIJmzVMMqW6VAR3YWrup0Gzq14r2RI4xKkCM1h/XY1pJlASwr4dCZ/397Z9YcV3HF8ZnRzGg2bd6NrMWSg2MwJqkihoBkQrF4wSRVpCov+QCpynfKW154CSELBgoKHDbHGMKaFEUseZEty7JlS5Zm0Wz5/fuM2q2ZkYxBkBfuVN3pe+7p06e7z+0+3X36NDWtb1MDDD5DCkvGUNo8UGarDgaz7DFbKpaXsG+uVQq4FEHekBjZUWNDZEnre6BdKRQ7MlksJWSlgDMmFnglHfr6VRtolDQ01BIrWsoQGwV05wzLWrd2P2TwbJCOIQ0o14yzmL+ZvRopnV+KdmVQovgMtA8BepK6yNy1eB4PmwguJuWoM5qmjMoiXlIYW5iay2zO1DN4RifNGHsm4wuV2gyjxEgxG9vS3bn/obHJz04/+Mh4Ltc9MLpHLgVEWn03zQlrW0pj4y4qdaWgbmsXIZCkDMHS9K+aWFgLHhIHh1hfT4+hPsqx4sR8tKh9rAga2glmp5q+W85rViObqm7tjuJfaTqfzMo+vjSH+XLJvmjd6VGw/2C1IJsBOd+VxHVbZXa+fIuTUTSlox6HrkPmcFIdkBnJgVikoujIMBPHyqQT/UBKhuaXUbjVA0Kbbs5kmoljIasdEwCbElb4JFSy/lNuYUAl1YFUc05Xot7FqJ6pAccmcGLFovml+vJSsbM3gw0CAjN3M9HXW8kgz9Q10yub+FY4R7AiNwKM/6NLyb7cwSeOpLIp1P5MsmPnwPCu/h27hkfA0tiHTuc7vqyyqVqrUUstDAMxHAKh9IRwH26iY3DuXAz70TmjExMTPDQRcgi6IRzcqbAzr79x5k8nlznG4HqJfoSlNQoaPth17axgMBFPdm7q4YgfBkcVVqKxfZmYZQ8pAgEF95GhPPYmmLBioQ7H/vMMvHBBpPVr1TwZ7mBFmUkzGgpUahQeyMvWMYErg0SK3XSxbuZe3bZ+5szSLAVxIE8NSxd0IM2uSCQapCQeOLibvtG5WE6MbqaVY0BEs+F6SMNy4qZOCnlyEuqUMo3G+dHw0I/kq3k8FpbKW1Md1SXtx6NbZJCvNXx8EuO7tSf38NNPZ7oyg6P3sjphhchbdBRtF/juL0rg6yRiQuBFwT/6uE10TBjaAolyJ82XgolGP3z7zY9ef4/zxLHAjVQ42Qj/DpQ0GimrdwntUWUxn06Ice+2HrxXxdFA8fdCG8PEJVVJVemjr5fmbpZuzEsKnRhZ37jygfMEGepQ3zoXpUEjE89mkl3sE2BqJLaM0SMHH9IuguMKC62S4ZVmbFzdK5NqbhxhpsW29VYitwoLxVRPhspG/EFwKUig9CNWtZZm+ZrFRdohzBMwyGU3P3vC2Y/G7P9yJVeNLS9giLGACTNtRiaTfeTJo7ihowfF/djQ6L20W+D7Daqk/v2ICwn5yxVXQ3rCsCE01T1AVwh6uVIghti4t+IbJnci3kGPobKphAuT/128dT1S0IaLGsMQabJqstFNkBxVEcoqJZdMVG/lCzcWlSQigumujh9S/yJdAKC1N9IRnAlLg3XxT225nkjdBwFX7VpVpHXRChDWRsyWarqF11YlUQaoB4+NdbOyUK2/887bi4uywiUy5F3eIlu3VG8kutnGTAOEE035WiM6bEhaVuSTJSqeMBGnh5UZH0O2AmbISzimrFW78VXq+sxoppbu7Xzo8adyXd1Do3tYuBeHCActtVuid08bc3OZUHH5eoXuHR992srg6gs6rUCjuRpx1ZOl3hpxlcS0Q6J8aw8//uT+Bw+++8KJG5fm+NZp5OscmsCnxOnnJUZKFDML/aVKAcfBCApFTy9hgws3UoBjmKGe+FNj4KzvTVx4dO2F6hFKpi0IoqYJC2KqrLa1k43p9BdaBcfHRSo5Nv4ERwSeOfPBvj17e/q633rrJHtzNZThsrskIrqUV6Gr+zQxskqGsBJz6WLBv1xh7I1qlmHURj+thUVMtGK5jvr1K8lEUWaEiZ7oU7/6DcPjgd2jmN0r49+ZdtJaQy5XLgtOhkAgO1wGD+8A7W1IxDCb8D2REDMkRdiotQKdJr8izsTnaqYeiewa3o3y+fnpf86em8EXM0VmOHTYkhftzlAGNM2vwQXSompBRNTASAgaMm4yI14ajFgOVbsCAtZAXbKlikMud3azM6GCRTBAWiztPRHCnpGRrlzXJx9/XCjkkZtPP/0MWSNNGhtoQUZr3Rxph9kKibs+kZGdJBLa8C5eSSTS17W8PFtP4VqV7lm7pSKlLJ4Ga9HJPPM9KElsXqimS7m+ntG992VzObmvb5EVy42ysKGXkfUkPX2fXIhA2CP4KBYAbm9DfP+qCdlwjJTGtitXCGdKCx1QlWRXK3Xi06vQr8SoOVZ0F+mWwHZbOvQFwxDPrm+SuLgLcvZz7Qc3I05j5MSB0iVR5MOJExQkKPwJUcyhH3H42KYc9vdl9h/RbqmjYXIHl9jxsUOPp7NyKTg2Pp5JpScmzglO7yEjBEmOpNalx+ZTRJidaQgx/Q6EJSyAEDtOht5SYYxcHpG2XZjuWNBWzkiJc8KwkWN2kdOuOA6kJ/3oc8/ncl3MSuMIrlFGq/9gfDXg7p6UKnlroaHyELvNV1v4WjxYbTaRWAsZtJB4GDeM0pgE9UTDdx5IW+9UiFpie5wVHImXa+v1qVotaySsloGMSxpA4JE/SYBKVJWkN7q5glBzIvoqKb3ypcMitshjL7ezB2HBFp9hjotfX7x6s+eezbsHh1KpFAfXnDt3/t+XP6wtXE9h0MdCTTRainZ2Vpk5YdiFu8V6fdFZXeNmgu8F58f9sCKGHfOR6kx9gcVk3D5m8NBRXbpZYJo/3V1jzi69bdPDTx/PMBHQkegfGUVrcX7hHMOKvwGXlTMfImv+SU6kWH35WiDgS8ZQ/KPHAe6BPmDIrdF9OmF0D7SAEWmLALB5dG14TQkboempC/n80nsv/O3yR+epEvGp/ohvVlNuVINTPkxmnLS6aJIcBIOcS3DcrcGXawkQIImOEyrkxvVotBapzX3xTbnlHL5A6E/i4+Pj2WwWN6RJTI2GhpgLfvu1l7/49FM2Sj165DBtAAkAzJeqH75+Il9ge7wc+bOkwzSbjEfRvUpVGXVjcis1mHMxFjtq6Z+OP/6vN0/OczbNzQKGBzip6OxJjB17FtPagaERPOaQL8ZHxu+G31UmFKHlfoW6lX+jhFxfA44H+nrxkFbMEJ+3FsXSCmMZmn+7kn4DH3jbXgl4Q/MNafnITYH+wWF4/3z01OzlS/Xrmr9167tUt1Mm1b6o5VHlOWmy1hoZ0dwozYhm6tSecDkxorzcF+8kyYSGKOqCOAnmnp76jeWY/JVFk0vVqQtTzxw9jBfSk++c/PLLLx85eHDkvgeG7tvH1z+4e5RRrqSX7qVeyWU6/3HipcX5W7RDB8YOfXH6vcWb8xxEG+EkDIQFp1FYoifiY4efZxZ/x+DgtqEdi7duvf/qy/liPpNNP3bk+N59B5h8o1EJB8xNRdH20crQ6qAtQnugK5D2rxw0rBrrl0OIRWyCwIOHtAbCKLz1DFvA4xtaKzB6dnKCd6rk4PJUApjN5tWvTE0VioXTL792+YMLbKqVTwupL2pF3AUtJw+uOSGMkJg0uErlYSUlV8dEuZ0WuPK1jPbQndzew7EOhT65gGOhiKMOB3YNIBmXvvoPY7Hf/u73W3fspEmnW6RBMspiVZ1ebOrcBP7E0HjuGRy+cunCMoffuc5vJS9sO41r1MOeB+z7nKPYi+fO0jvg0XPX7hFYFmt3f5EXH+l2pjyoJWB5D0sgpAA6RJogZDn89D1Jw7RELdwUsZWaIVvqhmwQT5OAvQXuExXxUGL07LLdGtmS5K4GPxJ56Y9/uPjVudLUfOVmjRk2FvQZciIpDLB1tFVD91R7I4KNCtCfUXapEBQCQCdUkhceOXsgtaUPFitbUhxw6NjWrVwspkrRdLryGJt37n+QuZq2TEKMpRyXqBb84NaJyyoRIFmaEMeDEudSFMdF66Q+qYSYhv/d3b9BWlYORLSASZU9eqAxHBIPYxncIGHWQnyDQ7yhx3g8ojUl41/5ADhXLl0sFvKnXn11+pPJ+HB/1LkMkj7DDOzsUo1zqVnNU6eDTDQaMMdQQ6mBlKshKpJ/LgXoNLQansqwMtWRSpR26Lh1aTlWFvVIrlw6dPzYjw88IO3YtQNrserhhob8WcClteoGvLVcVmF80wfPw10RMGbuiivLWphcSCTMuMGNn1Z4CAHHI3v6AJGYhh4TYnuMEBhmG1o0+NTyZ6dPdfZnC2x7xhUiXykLNOyNTXVFLjB5Kp1meXGRSldc19y4sRVUnRAYXHfaGWSF0T+L3MlIf3cFd6/EJiYjKgbeWiuMJhfKid5o//AwOxxpPEJ+WsMh5/osrCVrxQvKpd3LCD0apFCJQoJtMVuBd4wCV+vj8HYdzv1boxOS8q9CoOfQvw0hPuwDTWhGirSiZ8+etSTtToSmR0+iKUB1oiWUijj/iL5z4pW569eq6RxTtLQK2jZdruGjNnp5vnR1jpKxFsUxcVtLsI6A5BAbhCiezsRGtkZZEqektGqoRR+i0nJ1LhfZ/nHol8d/tP9+FBTj3rPaxNgGPvpi2kCadyQVlr8Ph7FcMap8VHR8jBRUy2URAfuAhbm3xW8hIEBb+mpjjIQn1PTYlpYjF+kf2q0+Bz9NmdRbf3/x2sycDkFn8o3TVHty9Enxob4YFi1nZxh7qP9BNhAOl1Vxo5zSd7H4l8xs7q3t6MLYG4HTqAt1mvUgdrOWykl8q+DduDe9a3iYqYs7NjBrMfwN4FZk3yDiOlFMz1gHwVeEx7ES47H1lcdpG4D/ycnJgYEBbfK7+6ttcs3zMXdFtpETOpBYx5WpC4U8ptWyRjj1+qszUzOR3k1uZ3UsNnGjNHNT/oKc7QS6CTnReNslFsdMa2hLojvN6SkAMfxm13JnV9p9OezdqKdKebbmjz/73N79D+BWOMyG6LT7wtbKxd3ir0Xn28AbhXYnEk1ocE6M1syulSMP92eWEH0tInfiZdV79UqrAHfzEH4utlWV2ACnpy7mFxbe++tb08WFDpxDFzW/rj1Mec5fQF/hzNZKcp4zYphSS1S35yLdOLKTy2vXGbFBSQcI0NSwZxvP49lcfPwI4nLAl4LnsRXiX33PgaYK/p5TXyc5K6INZK+h+a6T5Nd85TsLJGZn/67IAF1V1xsvvXT9+mzHcie74NirEpO3Og1bmJjr2CaHF2zg5jRixMmJP0uJfAjOgR7z+ZwLUl7KZhNjh5914uLMIb4mNz+grZRAa7Nkb9aSIcN31bFCYvX/t2pjVpNqPKGcSDWRBUR8amry5F9evDE911FO1TLVQhLzWNe8yvCJpW7tp3TWcRpGOzVH88aYvSXL4MYPPXO0b0vf9v5BGjDLyVr5bMvJD0ArAamOeMnSNrvbOjJfeJNys46shK9WScyG1AdEuOAVRhlzX52eyufzp14+cWWBk1Y1TNWiAu9cywIWqq5bZiAGTs6QLJmIp1MdPz96bN/+n+BkkZUdIwhG2A9acfy/7sqICX8LB55be2NobYEtUZsBYay1kmuOs/rZUai/9uf3f3H4Z6ksR9M2hIZASNDgQHwgJBMCb8/HGHZIxccPI68fhrRR5050VnF29A/CY+rXqVsLhXdfe2UGU3CZ92u/Y3mhoDPs2ACGUSz2vGV2jelo3rFnjvVu2rR9YBDRYvKeFD0nPmBs8LgOP8aJRzBkA7ZGbEL2sZoCIQPrROFViOmJ+NTXieuRwwD4PgqUucK3bcMen+HChYvnr82ODnTdo1lW+57d3eh4zLZ0QiCY/wP74wGT0tA2XAAAAABJRU5ErkJggg==",
      "image/jpeg": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1800x900 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "### open your WSI and features\n",
    "slide_id = '1604307-13#'\n",
    "slide_fpath = f'/mnt/sda2/WSI/HCH/HCH-MSI-H/{slide_id}.kfb'\n",
    "h5_feats_fpath = f'/mnt/sda1/PAIP2024_Result/uni/extracted_mag20x_patch256_fp/h5_files/{slide_id}.h5'\n",
    "print(slide_fpath)\n",
    "if os.path.splitext(slide_fpath)[-1] != '.kfb':\n",
    "\twsi = openslide.open_slide(slide_fpath)\n",
    "else:\n",
    "\twsi = KFB_Slide(slide_fpath)\n",
    "\tassert wsi.open_slide(), \"切片初始化失败！\"\n",
    "h5 = h5py.File(h5_feats_fpath, 'r')\n",
    "\n",
    "coords = h5['coords'][:]\n",
    "feats = torch.Tensor(h5['features'][:]).cuda()\n",
    "patch_size=256\n",
    "\n",
    "### get PANTHER representation and GMM mixtures\n",
    "with torch.inference_mode():\n",
    "    info = panther_encoder.representation(feats)\n",
    "    qqs = info['qq']\n",
    "    out = info['repr']\n",
    "    print(out.shape)\n",
    "    pis, mus, sigmas = get_pis(out_type=\"allcat\",slide=out,p=16)\n",
    "\n",
    "    pis = pis[0].detach().cpu().numpy()\n",
    "    qq = qqs[0,:,:,0].cpu().numpy()\n",
    "    global_cluster_labels = qq.argmax(axis=1)\n",
    "\n",
    "### Visualize the categorical heatmap and the GMM mixtures\n",
    "cat_map = visualize_categorical_heatmap(\n",
    "    wsi,\n",
    "    coords, \n",
    "    global_cluster_labels, \n",
    "    label2color_dict=get_default_cmap(16),\n",
    "    vis_level=wsi.get_best_level_for_downsample(128),\n",
    "    patch_size=(patch_size, patch_size),\n",
    "    alpha=0.4,\n",
    ")\n",
    "\n",
    "display(cat_map.resize((cat_map.width//4, cat_map.height//4)))\n",
    "display(get_mixture_plot(pis))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2025-07-19T00:25:51.521232Z",
     "end_time": "2025-07-19T00:25:52.373135Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Additional Examples of Prototypical Assignment Maps\n",
    "- Shown below are additional examples of prototypical assignment maps in the test set of the NSCLC subtyping task. We show both exemplar and failure cases in PANTHER. Within `./tcga_lung_categorical_maps.zip` are visualizations for all test TCGA WSIs in the NSCLC subtyping task.\n",
    "- **Limitations**: As unsupervised slide representations in PANTHER are created using non-parametric techniques such as K-Means Clustering and GMMs (which rely on Euclidean distance or dot product to compare embeddings), dependent on the severity of distribution shift between the train and test distributions (due to variable H&E stain variability), prototype assignment for certain WSIs may lead to results in which all patches are assigned to a single prototype. This is exemplified in TCGA which has site-specific biases, and is thus an important consideration when considering using PANTHER (or any non-parametric approach) for morphological feature discovery. Additionally, when clustering over a WSI dataset composed of millions to billions of patches, wclustering with only C=16 clusters will likely underfit the dataset, and also lead to collapse of all patches in a WSI falling under a single prototype."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "hipt2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
